{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "# Prelim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "Notebook for ArchR preprocessing \n",
    "\n",
    "The results in the notebook were genreated using the 10X PBMC ATAC dataset: https://support.10xgenomics.com/single-cell-atac/datasets/1.2.0/atac_pbmc_10k_nextgem\n",
    "\n",
    "<b>ArchR installation </b>\n",
    "\n",
    "Install from [https://github.com/settylab/ArchR](https://github.com/settylab/ArchR)\n",
    "\n",
    "```\n",
    "library(devtools)\n",
    "devtools::install_github(\"GreenleafLab/ArchR\", ref=\"master\", repos = BiocManager::repositories())\n",
    "```\n",
    "\n",
    "Update your ArchR with the customized version\n",
    "```\n",
    "R CMD INSTALL -l <PATH to R personal library> <path to Git clone >\n",
    "```\n",
    "\n",
    "Review the notebook `PBMC-RNA-standalone.ipynb` for setup instructions.\n",
    "Install MACS2 for peak celling \n",
    "```\n",
    "conda install -c bioconda macs2 \n",
    "```\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Following files are required for using these tools:\n",
    "1. ATAC fragments file. [Example](https://fh-pi-setty-m-eco-public.s3.us-west-2.amazonaws.com/single-cell-primers/scatac/atac_pbmc_10k_nextgem_fragments.tsv.gz)\n",
    "2. Index for the fragments file. [Example](https://fh-pi-setty-m-eco-public.s3.us-west-2.amazonaws.com/single-cell-primers/scatac/atac_pbmc_10k_nextgem_fragments.tsv.gz.tbi)\n",
    "3. Per barcode metrics. [Example](https://fh-pi-setty-m-eco-public.s3.us-west-2.amazonaws.com/single-cell-primers/scatac/atac_pbmc_10k_nextgem_singlecell.csv)\n",
    "\n",
    "Use the above files to run ArchR using the ArchR preprocessing script: https://github.com/dpeerlab/SEACells/blob/main/notebooks/ArchR/ArchR-preprocessing-nfr-peaks.R\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T06:18:49.453905Z",
     "start_time": "2022-03-31T06:18:47.081257Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import scanpy as sc\n",
    "import pyranges as pr\n",
    "import warnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T06:18:49.550596Z",
     "start_time": "2022-03-31T06:18:49.456031Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-31T06:18:49.891853Z",
     "start_time": "2022-03-31T06:18:49.552527Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Raleway'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Lato'] not found. Falling back to DejaVu Sans.\n"
     ]
    }
   ],
   "source": [
    "import SEACells"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section loads all the results from ArchR to generate an Anndata object"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "## ATAC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T00:53:51.516393Z",
     "start_time": "2022-01-24T00:53:51.513706Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "data_dir = os.path.expanduser('<DATA DIR specified for ArchR>/export')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "Load all the exported results from ArchR"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "### Peaks data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:12:11.007282Z",
     "start_time": "2022-01-24T02:11:05.059843Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "# Peaks data\n",
    "from scipy.io import mmread\n",
    "counts = mmread(data_dir + 'peak_counts/counts.mtx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:12:11.776029Z",
     "start_time": "2022-01-24T02:12:11.010163Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>seqnames</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>width</th>\n",
       "      <th>strand</th>\n",
       "      <th>score</th>\n",
       "      <th>replicateScoreQuantile</th>\n",
       "      <th>groupScoreQuantile</th>\n",
       "      <th>Reproducibility</th>\n",
       "      <th>GroupReplicate</th>\n",
       "      <th>nearestGene</th>\n",
       "      <th>distToGeneStart</th>\n",
       "      <th>peakType</th>\n",
       "      <th>distToTSS</th>\n",
       "      <th>nearestTSS</th>\n",
       "      <th>GC</th>\n",
       "      <th>idx</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr1:751480-751980</th>\n",
       "      <td>chr1</td>\n",
       "      <td>751480</td>\n",
       "      <td>751980</td>\n",
       "      <td>501</td>\n",
       "      <td>*</td>\n",
       "      <td>20.60570</td>\n",
       "      <td>0.730</td>\n",
       "      <td>0.412</td>\n",
       "      <td>2</td>\n",
       "      <td>C5._.Rep1</td>\n",
       "      <td>LINC00115</td>\n",
       "      <td>9856</td>\n",
       "      <td>Distal</td>\n",
       "      <td>11171</td>\n",
       "      <td>uc001aau.3</td>\n",
       "      <td>0.2874</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:752473-752973</th>\n",
       "      <td>chr1</td>\n",
       "      <td>752473</td>\n",
       "      <td>752973</td>\n",
       "      <td>501</td>\n",
       "      <td>*</td>\n",
       "      <td>99.27760</td>\n",
       "      <td>0.956</td>\n",
       "      <td>0.893</td>\n",
       "      <td>2</td>\n",
       "      <td>C6._.Rep1</td>\n",
       "      <td>LINC00115</td>\n",
       "      <td>8863</td>\n",
       "      <td>Distal</td>\n",
       "      <td>10178</td>\n",
       "      <td>uc001aau.3</td>\n",
       "      <td>0.4790</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:757791-758291</th>\n",
       "      <td>chr1</td>\n",
       "      <td>757791</td>\n",
       "      <td>758291</td>\n",
       "      <td>501</td>\n",
       "      <td>*</td>\n",
       "      <td>4.07200</td>\n",
       "      <td>0.507</td>\n",
       "      <td>0.323</td>\n",
       "      <td>2</td>\n",
       "      <td>C4._.Rep1</td>\n",
       "      <td>LINC00115</td>\n",
       "      <td>3545</td>\n",
       "      <td>Distal</td>\n",
       "      <td>4860</td>\n",
       "      <td>uc001aau.3</td>\n",
       "      <td>0.5629</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:762058-762558</th>\n",
       "      <td>chr1</td>\n",
       "      <td>762058</td>\n",
       "      <td>762558</td>\n",
       "      <td>501</td>\n",
       "      <td>*</td>\n",
       "      <td>2.16582</td>\n",
       "      <td>0.045</td>\n",
       "      <td>0.001</td>\n",
       "      <td>2</td>\n",
       "      <td>C14._.Rep1</td>\n",
       "      <td>LINC00115</td>\n",
       "      <td>722</td>\n",
       "      <td>Promoter</td>\n",
       "      <td>593</td>\n",
       "      <td>uc001aau.3</td>\n",
       "      <td>0.5988</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:762677-763177</th>\n",
       "      <td>chr1</td>\n",
       "      <td>762677</td>\n",
       "      <td>763177</td>\n",
       "      <td>501</td>\n",
       "      <td>*</td>\n",
       "      <td>99.27760</td>\n",
       "      <td>0.956</td>\n",
       "      <td>0.893</td>\n",
       "      <td>2</td>\n",
       "      <td>C6._.Rep1</td>\n",
       "      <td>LINC00115</td>\n",
       "      <td>1341</td>\n",
       "      <td>Promoter</td>\n",
       "      <td>24</td>\n",
       "      <td>uc001aau.3</td>\n",
       "      <td>0.6886</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   seqnames   start     end  width strand     score  \\\n",
       "chr1:751480-751980     chr1  751480  751980    501      *  20.60570   \n",
       "chr1:752473-752973     chr1  752473  752973    501      *  99.27760   \n",
       "chr1:757791-758291     chr1  757791  758291    501      *   4.07200   \n",
       "chr1:762058-762558     chr1  762058  762558    501      *   2.16582   \n",
       "chr1:762677-763177     chr1  762677  763177    501      *  99.27760   \n",
       "\n",
       "                    replicateScoreQuantile  groupScoreQuantile  \\\n",
       "chr1:751480-751980                   0.730               0.412   \n",
       "chr1:752473-752973                   0.956               0.893   \n",
       "chr1:757791-758291                   0.507               0.323   \n",
       "chr1:762058-762558                   0.045               0.001   \n",
       "chr1:762677-763177                   0.956               0.893   \n",
       "\n",
       "                    Reproducibility GroupReplicate nearestGene  \\\n",
       "chr1:751480-751980                2      C5._.Rep1   LINC00115   \n",
       "chr1:752473-752973                2      C6._.Rep1   LINC00115   \n",
       "chr1:757791-758291                2      C4._.Rep1   LINC00115   \n",
       "chr1:762058-762558                2     C14._.Rep1   LINC00115   \n",
       "chr1:762677-763177                2      C6._.Rep1   LINC00115   \n",
       "\n",
       "                    distToGeneStart  peakType  distToTSS  nearestTSS      GC  \\\n",
       "chr1:751480-751980             9856    Distal      11171  uc001aau.3  0.2874   \n",
       "chr1:752473-752973             8863    Distal      10178  uc001aau.3  0.4790   \n",
       "chr1:757791-758291             3545    Distal       4860  uc001aau.3  0.5629   \n",
       "chr1:762058-762558              722  Promoter        593  uc001aau.3  0.5988   \n",
       "chr1:762677-763177             1341  Promoter         24  uc001aau.3  0.6886   \n",
       "\n",
       "                    idx  \n",
       "chr1:751480-751980    1  \n",
       "chr1:752473-752973    2  \n",
       "chr1:757791-758291    3  \n",
       "chr1:762058-762558    4  \n",
       "chr1:762677-763177    5  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Cell and peak information\n",
    "cells = pd.read_csv(data_dir + 'peak_counts/cells.csv', index_col=0).iloc[:, 0]\n",
    "peaks = pd.read_csv(data_dir + 'peak_counts/peaks.csv', index_col=0)\n",
    "peaks.index = peaks['seqnames'] + ':' + peaks['start'].astype(str) + '-' + peaks['end'].astype(str)\n",
    "peaks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:12:20.424915Z",
     "start_time": "2022-01-24T02:12:11.778016Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "ad = sc.AnnData(counts.T)\n",
    "ad.obs_names = cells\n",
    "ad.var_names = peaks.index\n",
    "for col in peaks.columns:\n",
    "    ad.var[col] = peaks[col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:12:21.721112Z",
     "start_time": "2022-01-24T02:12:20.428687Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "ad.X = ad.X.tocsr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:12:21.728775Z",
     "start_time": "2022-01-24T02:12:21.723528Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 9813 × 157132\n",
       "    var: 'seqnames', 'start', 'end', 'width', 'strand', 'score', 'replicateScoreQuantile', 'groupScoreQuantile', 'Reproducibility', 'GroupReplicate', 'nearestGene', 'distToGeneStart', 'peakType', 'distToTSS', 'nearestTSS', 'GC', 'idx'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "### SVD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:12:21.846728Z",
     "start_time": "2022-01-24T02:12:21.732033Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "ad.obsm['X_svd'] = pd.read_csv(data_dir + 'svd.csv', index_col=0).loc[ad.obs_names, : ].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "### Metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:12:21.902630Z",
     "start_time": "2022-01-24T02:12:21.849382Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "cell_meta = pd.read_csv(data_dir + 'cell_metadata.csv', index_col=0).loc[ad.obs_names, : ]\n",
    "for col in cell_meta.columns:\n",
    "    ad.obs[col] = cell_meta[col].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:12:21.910554Z",
     "start_time": "2022-01-24T02:12:21.906153Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 9813 × 157132\n",
       "    obs: 'Sample', 'TSSEnrichment', 'ReadsInTSS', 'ReadsInPromoter', 'ReadsInBlacklist', 'PromoterRatio', 'PassQC', 'NucleosomeRatio', 'nMultiFrags', 'nMonoFrags', 'nFrags', 'nDiFrags', 'BlacklistRatio', 'Clusters', 'ReadsInPeaks', 'FRIP'\n",
       "    var: 'seqnames', 'start', 'end', 'width', 'strand', 'score', 'replicateScoreQuantile', 'groupScoreQuantile', 'Reproducibility', 'GroupReplicate', 'nearestGene', 'distToGeneStart', 'peakType', 'distToTSS', 'nearestTSS', 'GC', 'idx'\n",
       "    obsm: 'X_svd'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "### Gene scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:22:44.815042Z",
     "start_time": "2022-01-24T02:21:21.076330Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "# Gene scores\n",
    "gene_scores = pd.read_csv(data_dir + 'gene_scores.csv', index_col=0).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:22:46.094634Z",
     "start_time": "2022-01-24T02:22:44.818736Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "ad.obsm['GeneScores'] = gene_scores.loc[ad.obs_names, :].values\n",
    "ad.uns['GeneScoresColums'] = gene_scores.columns.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:22:46.104644Z",
     "start_time": "2022-01-24T02:22:46.096391Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 9813 × 157132\n",
       "    obs: 'Sample', 'TSSEnrichment', 'ReadsInTSS', 'ReadsInPromoter', 'ReadsInBlacklist', 'PromoterRatio', 'PassQC', 'NucleosomeRatio', 'nMultiFrags', 'nMonoFrags', 'nFrags', 'nDiFrags', 'BlacklistRatio', 'Clusters', 'ReadsInPeaks', 'FRIP'\n",
       "    var: 'seqnames', 'start', 'end', 'width', 'strand', 'score', 'replicateScoreQuantile', 'groupScoreQuantile', 'Reproducibility', 'GroupReplicate', 'nearestGene', 'distToGeneStart', 'peakType', 'distToTSS', 'nearestTSS', 'GC', 'idx'\n",
       "    uns: 'GeneScoresColums'\n",
       "    obsm: 'X_svd', 'GeneScores'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "# Visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:23:27.924858Z",
     "start_time": "2022-01-24T02:22:46.114709Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "# Leiden and UMAP\n",
    "warnings.filterwarnings('ignore')\n",
    "sc.pp.neighbors(ad, use_rep='X_svd')\n",
    "sc.tl.umap(ad)\n",
    "sc.tl.leiden(ad)\n",
    "warnings.filterwarnings('default')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:23:46.698817Z",
     "start_time": "2022-01-24T02:23:44.925758Z"
    },
    "button": false,
    "collapsed": true,
    "new_sheet": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/anaconda3/envs/singlecell/lib/python3.8/site-packages/anndata/_core/anndata.py:1228: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n",
      "  c.reorder_categories(natsorted(c.categories), inplace=True)\n",
      "... storing 'Sample' as categorical\n",
      "/usr/local/anaconda3/envs/singlecell/lib/python3.8/site-packages/anndata/_core/anndata.py:1228: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n",
      "  c.reorder_categories(natsorted(c.categories), inplace=True)\n",
      "... storing 'Clusters' as categorical\n",
      "/usr/local/anaconda3/envs/singlecell/lib/python3.8/site-packages/anndata/_core/anndata.py:1228: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n",
      "  c.reorder_categories(natsorted(c.categories), inplace=True)\n",
      "... storing 'phenograph' as categorical\n",
      "/usr/local/anaconda3/envs/singlecell/lib/python3.8/site-packages/anndata/_core/anndata.py:1228: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n",
      "  c.reorder_categories(natsorted(c.categories), inplace=True)\n",
      "... storing 'seqnames' as categorical\n",
      "/usr/local/anaconda3/envs/singlecell/lib/python3.8/site-packages/anndata/_core/anndata.py:1228: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n",
      "  c.reorder_categories(natsorted(c.categories), inplace=True)\n",
      "... storing 'strand' as categorical\n",
      "/usr/local/anaconda3/envs/singlecell/lib/python3.8/site-packages/anndata/_core/anndata.py:1228: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n",
      "  c.reorder_categories(natsorted(c.categories), inplace=True)\n",
      "... storing 'GroupReplicate' as categorical\n",
      "/usr/local/anaconda3/envs/singlecell/lib/python3.8/site-packages/anndata/_core/anndata.py:1228: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n",
      "  c.reorder_categories(natsorted(c.categories), inplace=True)\n",
      "... storing 'nearestGene' as categorical\n",
      "/usr/local/anaconda3/envs/singlecell/lib/python3.8/site-packages/anndata/_core/anndata.py:1228: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n",
      "  c.reorder_categories(natsorted(c.categories), inplace=True)\n",
      "... storing 'peakType' as categorical\n",
      "/usr/local/anaconda3/envs/singlecell/lib/python3.8/site-packages/anndata/_core/anndata.py:1228: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n",
      "  c.reorder_categories(natsorted(c.categories), inplace=True)\n",
      "... storing 'nearestTSS' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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oS5YsoWfPnjzwwAPf25AvCIJwpJJUkZJTEARBEAThZ3HzzTfz0Ucf8fHHH9OvX7+DXZ2fTWtrK9FolLS0tC7vPfbYYzz55JO899578eXdfg5VVVUcc8wxHHPMMTz11FM/23EFQRAOZ2IOvCAIgiAIgvC9Vq9ezVFHHdVlydWWlhY++ugjEhMT40nxBEEQhF+OGEIvCIIgCIIgfK+JEyeSm5vLk08+yZYtWygqKsLpdDJ//nxaW1u57777Drj2vCAIgvDzEgG8IAiCIAiC8L1sNhtvv/02L7zwAosWLWLlypVYrVYGDhzIpZde+pOS6AmCIAj/OzEHXhAEQRAEQRAEQRAOA2IOvCAIgiAIgiAIgiAcBg6ZIfQtLS0sW7aMvLy8Lut0C4IgHE6CwSBVVVVMmDCBlJSUg10d4Qgl7puCIBwpxH1TEH68QyaAX7ZsGTfccMPBroYgCMLP5sEHH2TGjBkHuxrCEUrcNwVBONKI+6Yg/LBDJoDPy8sDtP/j9uzZ8yDXRhAE4acrKSnhhhtuiP9dE4RfgrhvCoJwpBD3TUH48Q6ZAL59+F/Pnj0ZMGDAQa6NIAjC/58Y1iz8ksR9UxCEI424bwrCDxNJ7ARBEARBEARBEAThMCACeEEQBEEQBEEQBEE4DIgAXhAEQRAEQRAEQRAOAyKAFwRBEARBEARBEITDgAjgBUEQBEEQBEEQBOEwIAJ4QRAEQRAEQRAEQTgMiABeEARBEARBEARBEA4DIoAXBEEQBEEQBEEQhMOACOAFQRAEQRAEQRAE4TAgAnhBEARBEARBEARBOAyIAP4HuKtUQm71YFdDEARBEA4LZc4GnEHvwa6GIAiCIByR9Ae7AgebqqpIkgRAxQIFWS+Rd7T2unGTyqJrFawZ0Pd34K2RGHCxhM4oHcwqC4IgCMJBs+99c07pWvSyjuO7Dwdgbd1uLpz7MNn2ZC4bdDyV7ib+OvxkjDrDwayyIAiCIBwxftMBvL9RZf7lCsYESBsEpZ8BqEx7SUIJSyCpIIEkwbcPae+lDpBI7KHSsEGl27ESOpMI5gVBEITfhnpvG2d+di+JJhsjM3rxdvFSAObMvJ2QEkFCu2fKSNyx8k0AhmX0oCglh1W1uzilx2jMeuNBvAJBEARBOLz9tgP4Fgi0QKAVXGXatqQi2PiYFqAPuETixDdkjHbY/pqKp0olfQgsvUmhZQdsf1XFkQsT7pVFIC8IgiAc8Rr8Thr9Lpr8bva01QIwMLWAu1e/zaraYq4edgpfn/EvEk1Wntr4BeWuBkZm9eJP855gU2MZT238gm4JGTxz7JUikBcEQRCEn+A3Owe+fJ7CxicUkvsCsSnu3aZDoBkaNmivd72jUvq5gsEuMeQKmaPu0WF0SKQNltCZwd+glfU3HfgcnhqVHa8r+Jv3mUNfvgJ2ffmLXpsgCIIg/Nw+LVnDvavfY3Bqd9TYjXNmr7E0+Jysqi0G4MWt83i/eBkOo4WbRp/BU8deQaLJxojMXlj0Rmq9rayq3UW9r+2A56h0N/LMprk0+JzxbevqdrOwcssvfn2CIAiCcDj4TfbAuypU1t6noiqQ2Ktju6MAyr/qeB3xws7XwVutMPb2jraOIZfLDLkcyr5SkPVgzz1w7/vGJxRqV4JnewWjcs+BMVfAF9eBEoE/LoTc4b/UJQqCIAjCz6a0rY6bl76Moqr0Tc6Lb++RkMXHe1bFX3vCAZ7Z/CUV7kYemvyH+PYbR53BjaPO4OM9q9DLOrolZBzwPPesfo9FlVtYVbuLJr+LC/tP5a6VbxFRFd475WYGpXX75S5SEARBEA4Dv8ke+JATVAUkPQy+HEzJoLdAxXztfUkPsgGsOdrrpq0qGx5TumSjzx4r4cjrCN69dSrbX1PY/ZFC3VqVnKMkrJmQnTgHGnfC7q8goz8k5kNC7q91uYIgCILw/9Ia9KCoKnpZxw2jTiPV7MBmMPFZ6RoADLIOg6wn354GwLf1pdy96p0u2eiPzhtI932C9yp3M09v/II3dixiWfV2jikYTI49hWA0wp62WhZVbaEoOZccWwpZ1qRf7XoFQRAE4VD1m+mBD3lUyuaq5IyXSBskMeUxGVMSLLtFIdgKxoSOefBqRBtV76uBjOHQVgJ7PlKxZUPRWR0B+6JrFFxlMPYOmfzJEqv+pdCyXXtPklVOekeix0k6aD2Z0HIP6sBzMHUv/O5KNpdowf2W96ByFRx3F1iSf6FP5Nelqir1bSESrHqsJt3Bro4gCILwA1xBHx/uWcmU/EGMyOzFmydeT7LZzuXznqQ54CbJZIvPgw8rUQAqPU2My+7LzpYqXt+xiDxHGhcNOCZ+zAvnPsTutloemfwHji8cwXWLX2RT414AdJLMwrPv4ayiCVS5m3htx0JOLhzFoPTu31nHUFkZhpwcnHM+x7/hWzKuvx5dYuIv96H8ilRVpbF5Mw57HhZz6sGujiAIgnCI+M0E8NtfUdn9vsrOt1TyJkkM+6uEJEsYE4EaCLm0cqZkUKNaD33YB3mTJMI+FSUEyX06H9Ng0/7d/IyCp4p48A5gzYI556hY0qJkjcqn7KsbADj+VQV79gEGPqx5Hr64HvqfCrvnQ9gLOcNg5CU//4dxEJQ3BthQ6sJu1nHc0LSDXR1BEAThBzy56Qte2baA5zd/xfTuw7ht7DnIkkyS2U6Fu5G2WO96qtmBoipEVAVfKMC07kPxhAMEo2EGphZ0OqbdaAHggbUfsNfZEA/eAXJtqUx+5+9k2hKZkNOfj0pW8saOxcw9/U7yHV3vGy1vvkn9Xf/CMX06nqVLUX0+zAMGkjzrnF/uQ/kVVdUuY8vOl7BZMzl67L0HuzqCIAjCIeI3M4Q+Y7iEwQ7BVij5RKVttzYcfvLDMqd8IJMUmwsfcmn/qcCZ82V6zJBwlkDE3zVZ3aT/Skg68NXD1hfBlgNI2r++RkDREt3t/TzWqx+BFf9QCbTsMxT/m7vhw8sg6NFeR0Iw9e/Q7xToc5K2bdkjMPsEeOd8eLAXLH2oY//N78LjI2D7p7/Ap/b/E4kqFNd4qW0JYDPpkCSwmXW0uENEomqsjBr/WRAEQTh0jM3uQ6LRSnPAzZs7l7C9uQqA1064lmWz7qdvijYX3hn00hr0Iqmw9aInmdVnErtaq/BFgl2S1b08/Wr0kkyNt5VHN3xKvj0NCYl8Rxp1vhYUFGq9rby3ezkRRSGiRLlqwTM07pPUruHRR6m56SYUr9aAoIZCpP/1LziOOw7HMVMBaH7hBcrOv4DKv/yVXUcdRdNzz8f3d372GSXHn4Dr669/yY/vJ4lEgpSWz6W+cQMWcxqSpMNqzqTVWUI0GtTKRINEYj8LgiAIvz1HdA982KNS8Y1K9jiJnHESp34s8/5xCqiw+TmVo/+rlatbrWJJh7Y9Wu87QMQDkqQNlx/9dwlPtdZz31aisuU5BUuGRO5EsKRpwb3Bpv2LqvXiA3hr2muiYkny4m+z4SyRqH9nAXmZnxMYfD36BS9iMrTAee/CnxZDWhEYrTDuzx0XsvJJ8DZ0vN45Byb+Tft5+yfQvAd2fAb9Z8ROp2oL8f7KwlGFRmcICahoDFDT2vGAYTbIqCq0ecIs3taKLEOyzYDLF0aSJI4dkobJ8JtpTxIEQTgkuUN+Pi9dy+T8QUzJH8SKcx9k4Ct/RgX+s+5DXj7+GgAWV20j25rMzpYqIqoCgCvsj983H5h0MRXOBqZ1H86ulir+s+5jsm3JHNd9KOnWJPyRIHaDGV8kiIpKqtkBqjYEv12S0UZbyEtpYwUPrvsQg6znkoIxhJ5+BoC8Z56m+wfvY+rRA9ligYsuiu/b/PIrRJs6juWeN4+0P/1Rq+dXXxEqK8M9bz4J06YB2nB16SDcNyMRP02tO5GQqKpbRn3jt/H3zKZkVFXB6a5g5fp7kGUDSY5C3N4aJAkmjrkbkzHhV6+zIAiCcHAd0QH81tkqez5SyVquMvF+Hc69kNgDnCXa8m/RoErxeypbX1Qx2Lvuv+1lhdSBsOqfKqgQcqr4G6FuDYDK3jlaOUc+HP+qjk9O1aL/lm37H0nC32an/4CXibrcZFU9xLzPPsPtz0TW7eKY8x4hydsMSd3g3QshMQ9OfrgjCD/lUdjxKexdDK4aYJ+HjGn/gtQiGH6B9vr9S7UA//wPoPuEn+/D/BFW7myj2R0+4HuBsPaAF4xove2KQrysJKlEFdELLwiCcLA9+u2nvL5jERMrNvH8tL9Q3FpNn+Q8drZWsbq2mEAkxMvbFvDIt5/iiA2H39cTGz5nWEYPrl34PCrQGvRS72tlabV2Y3y3eBkAhQmZzD3jTsa+eT0AG/cZSt+uLeTl+Jowf3xzJcuKdvHwjP58sHsFp0/pxQWJfYm2tGLIy6fq6qsxZOeQdecd8SA8+65/4v76a7yrVhOpq+vUqJ15440Ye/Qg+YwzAKi+7nrc8+eT//xz2EaP/lk/zx+ybtOjtDiLY686NyAEgq0AhMLa6ANFCcfLSpIOJRr61eopCIIgHDqO6C7PtIGgs4I5FZSIyuZnFZwlYMsDowM+P0+hfIEWOIY9Xfc3p6qUf63G14lv26OS0g8s+61+42+BuRdEyRgB+VO7HkdnCJORtJSiYd/QLeNtPl+9DU+gLyChRHW0tPSDT66AF6fBnnmw/iUIOLWe9MUPaBnszUkw4HTtgHVbYONb2s9LHoTlD8ETI6F+G9RuhEhA26dyrdZ7Hw78HB/nD3J6uwbvuh/4DUu06tDJsGhrE7WtYkigIAjCwTQ8oyc2vYkMaxJhJcp/1n3EztYqujsySDRZOe79fzCndC2g9dbvL92SwCd7VrXfNtnZUsng9EJyrJ0Tsjb5XUx//3bGZ/XlpMKRXY5jkHRIwASSkKMKeS3+eHj74eg86o1Qe+utlJ97Lt4lS2l75x0Ut1tL/PbUUwR370FOSMRxwvEABHfupO3jj7VzP/00Lc89T8kJJxLYtYvAtm2owSChkhL8GzfS/PLLKMFf537k9FTs80r71HTy/g0jnRu4E+zd0MlGVqy/h4bGjb9o/QRBEIRDzxHdA58/VaZ6uULZXJWaFQr2bG14u78RlNi9OdjSUT51EBjs0LxNi4FrlkF7A7c9FyzpsOkplcKToW03uCpACWnrxXu84KmCvCn710LltK9MSNJkdr09EY+1gmjUit6qMuqkD1n/xSms//xErIOOIStlAeiMIOu1ofHrX4aajuF0SDroPV1bjm77JzD0XChZGDtNVAvqz30L6rZqyfAeHgDuWu2Yo//4y3zI+yjMtFDZ5CewXxzvMMsoKhRkmNld4ycSVdHLYDHqcPq0UQuRKKza1cb4vklkJpl+8boKgiAIXZ3YYyTzKzbxwe4VfFOxiXxHOmnmBOp8rQSi2h/3Rr8rXn5EZk8cBisbG0rxR4IsqNhEMFauuyODTFsy9615n7OLJrC9uYJSZz3BaBh32I877Kfc3cgJ3YfHj9er1oXdH+Gtu95GkiRe3PgVS5JsvBKtxCEbeKzCwVNyFYY5K1ABxe0GoxFJp8P55Vc433uPwJYtHRek02E7+mi8ixfj/uprkmbOxLt8hfaeolD11RfkPPMUkR07cUybxp4pU4k0NCAZDKT87ne/+OddkDOZ2oY1BPZ5GFGJYrfmoKgKeVlHUVrxBZGoH73OhtmUiMtTDkAk6mfdlscYNeRa0lMH/eJ1FQRBEA4NR3QA37xNxVWmtVyHnNDi/O6yxkTIHAHmZIlBf1SZd4k2VF6OxZKqAhXfaD8H26C1mP0bxZF0IHfqcVYZVHgbUtUZtAVHsvlZgAJGDb+TVNMCHA3b2C4tJSL1wqjXhsoRDWn/Lb4fXNVgy9CG1levBUcWTL9Hy05vS4cnRmsBevvJVz4O/laY+aS2rd8M2P01FIz9qR/hj9bkCrG7tmtvTFQBm1nPuL7JtHjC1DQHcfqiRBTwBKKdykqAUS8TVVRkiYMyH1EQBOG3bENDaXxpuNZYcrrvkmKyMz67L6mWBK4bcSqnfHI3S6q3YdIZAIiqCp/HeuubA262NVfsf9tEL8noJG1pUWsgzL/f2IAhqhI4YxNl+ak8uOFjLLoIL39QirGlDQJBrtfJGKJKx0FCIVSg+amniNTVoUtLw5CbQ2DTZvTp6WTefBOugQPRpaZQctLJRBq0nDJRg57zDduYXpXKv0+4EADHtGl4lizBOmLE///D/AEtbcXsrfyqy3ZFCWG1pDNyyNW0uUqpbViD21tJJOrF4+s8MkCSZIwGB1EljCzpkKQjemClIAiCwBEewH/7mIKzFLLHgy1Lyxavt0LFfOLBt8EOSlQL8Le/DKBizYK0QZDSH0o/AwXw1nYcV4l27I+k/Zx9FAy6FKwZEnqbSumnKiBR2XweDf/tib2nQuZoMBq8FMhPI8taD8Uxky8iOuRyjG09YNgdsO1D2PaRFrSHA1ryuhmPaUH4ske0ofIDzoDF93VUyGCFUX+EFY/GMunF6Aza+P7FD8CeBXD8vbD1Axh2Pgw++//12fqDUdaXuEhxGOifb0evk5AkbdT//uwWPZ5AhOU7WjtlnN+3qIz2OS/ZpvVC2Mw6pg5ORRZBvCAIwq/m7lXvUNxazdT8weTYU6nxNOMwWvi0ZA1q7K+2w2Ahqiq0BD08vvFzAHLtqYzM7MWQ9ELe3rmUIOFOCekUNbr/bZNj8gdzzfBTybIn4zBYeG/HIqpSrKT7o9y843PS/b2YlDuAbGcQY+3y+A3GkpWFZdbZsHM3SWecjmvuXNxzv8SQm4sSDBJtaiL7rruwjhhO0/PPU3rCiSSceCKuJ5+M10eyWFj10I14yxYTiHQMG5P0eqJtbTQ99TSeZcvIvPUWXJ9/TuLpp5N0yin/r8/WH2hh844XSUroSZ+ep6PTmZAkGVWNdilrs2bh9TWwZsN/iUT3bRyPdNQVA6oaYeX6fwM6rNZUJoz6J7Ks+3/VUxAEQTi0HdEBvDs2tSy1n0S/8+XYNpWKeR0t99YMcJaCOQ0cueAqB1+d9l/TPqPwzKkQaEHLMp/YsT25SOuNr10JTRvBnqfSugvak9G0uQbAJqjfBKkDYNITCbD3Q61LPzEfXVI3dEoE/nsPbH0fTAkQdEHFCnBkayf59lXY+CbEhiXiqu58odlD4Lh/Qs8psOxhbVm60kXgqdcqvHeJtq78soegtQzKl4M1FXod85M/23pniEZXiBZPiP75dhKteob3SEAnSzS7Q5TUaQ8cqXY9fXNtzN/UHA/eTXqJojwb28o9tOeua/9G2l/7gwqKAuI5RBAE4ddT2lYHwOD07lw+5ARtm7OOT0pWx8tk21Mobq0mw5pIN0cGpc46qj3NVHuaWVe/J14uw5JAo9+FCiSbHIB2ZxyQWsC25koWVm5hTf1uujnS2dpcATqZv10ySgvUA1Wws4qh6T147qwb8OZPAFXBkJODITcXNRpl96SjcX/+OZLDgerx4F+/Hl1mJgBt77+P8+OPUcPafTNcV9fpOs39+3Pp5HMYUzoAx90PUz23GO/KVUQbG0FV8a5aherz0fzMs4SrqnCvX8/W4T2ZkNv/J3+2TS3baG7dQauzhD49TyfBXsDgfhcjSQbanCWUVWnL2iUnFtGr8FSWrLo1HrwbDQn06n4yO0veQ1G0a1LR/lXUCBDBH2hGVSOAuHEKgiAcyY7oAD61P7TsguyxEpGAiqpoa7TLBlDCkNBDC95Bi28lnTY83pYbW7UtFi9b0jqvAe9r0HryFRXCPrSuhFiuu0ALXUkqqBKyAb44L8rwayaSNXrfnmUVLEkQdENon2x6vla4eC68pD1EMe0eMNlhyCxt3bqQT0t6N+QcLcOuEtEy1Xc+OQTatFaHHlO0BHlKBN6aBX+v+8kRcl6qGY8/Qps3zEer6kmy6mjzRbEYZZJtHb9Wbn+EOesaO+3bM8vKziovvbKt1LYGcfujyBLoJJBlCYtRwmrS/2ACPEEQBOHnNTSjkC1N5UzOH4Q/EiKqKuQ70jHKekJKhD7Juexq1RqRPaEAelmmOeCmwJFGnaeVUKw3OdOSRL2/LX7cWk8rNoMZVVHwhrWl41S05dv2nVPfzhhRCeklTDo9x753G3eMP4+J+wbPqoouIUFLXOfpuG9G29ooeP01Ks7XVmZJv+kmZJuNhFNPRbZaUP1+PEuWkDjjVCRJorC6lcqVK9l/ApjiciE7HFjHj6Pt3fcoSTZx2/yn2XjBo+jkn3Zzys4cjddXh9NdzhffXEKioxCney9mUzJJCT3j5Ty+WuYt+XOnfbvnH8fuvZ/QPf84Gho34fFVI0l6dLIRWWfAbErGYkpFlg0/qW6CIBy6qqqqePDBB1m9ejXhcJixY8dy8803k5+ff7Cr9pv17LPP8uqrr7J8+fIu7/l8Pp544gnmzp1LS0sLffv25ZprrmHcuHE/2/mP6BDp6P/qmPmZjC0b5p6v8Pk5CoFWGHyZREJ3yB7TuXxDLF+ctxoIw4hrofvx4G+OFYh9Wo3fQsQHih88ldo2owN6n6ElyANI6AVSLI416po5+b9rcFdoQ/Grl8f6mxfeC0+MgrrNcPSNWiI6VQG9WXs/GoBNb8PIS0GSYd6dsOU9+OgK6DYOeh8DJ9wHrjp44Tj47GptHfmEXG3/lJ5a0G6wQtCpBfmTb9HeS+/744L3+f+El06CtspOm/U6iYHdHPhCsfV//dpDmz+kIMkdg+ND+40MlICyRj/hiEqjM8TRA1I4qm8SJ49K5+TRmeSlmWnzKdS0hnAHug4rFARBEH45Lx1/DWt/9xB59lSmvX87U9+9lWa/i+tHnUavpGwm5Q2Il5WAlbW7AKhwNxFSo/xz3Hmc3mscjX4t6Uz7NKiVdTvxhgP4oiH2uuoBSDRaubD/VOp9bQD0S87FIOu49YOtvP7IUhb0OItSZx1Vnma+Kd8EQOPjT1By4kkEdu4k7YortDVJVRXJFEtYEwzi+uRTEs+dBbJM43//i2vOHGpvuQXbiBHYJ0wg69ZbCTfUs3fWudTcfgfGwkL0WVkAGLp1wzbhKCSLBcXtRpJlzDdcQ89GLzfuDP2o4L3hoYcpv+BCwjU1nbbrdSb69joLf0DrEXDFHiACwVatByEmHPYQ7xkAJGQqa5YQjnhpbtnB+JG3MnrI9Uyb9BTTjn6CnIzRuNxl1Detx+vrPNJAEITDW2trKxdeeCGrV6/mwgsv5Morr2Tjxo2cd955tLQcqNdQ+KUtXryYxx9//Dvf/9vf/sbLL7/MMcccw0033UQ4HObSSy9lzZo1P1sdjuge+KBTYcGVsSR2blAj2hTx3mfI9D4Dyr7sCBDNyUAypA+BsrnavTRvMrSV0TFf3nrg5eZA6zjf8WrHa9ce0JnBbt2B35fJvDsGE4ztmz0abb32bR9rldrwOljTOnaO7LPs27evgNGuBfao2hD7kBd2zYU+J8Du+fD2rM6VGXMFJORoQ+gnXgeeBm1u/chLYdG9WhlZrw1T/KE55que1j600kXxtebr24Js2uvGbJBJsekx6MBk0NHgDKGqUN0cxqjThsUbdDLhiIKiag97URV8QQWHRYdOJ/H1xkYUVWJU7wSaXGHqYkvJSRJYDBIuX4SKRj+FmVZsZjEsUBAE4ZfUGvBw9pz7kVQJV8hLRFHwhYNc2H8qF/afyke7V8bLplgcpOBgdGYRH+xZgU6SOaH7cHa1VaPEbpx2gxnXAZabA3CFfDy16Yv46x2t1Vj0RgrbQhiiCo98/hyN/bTl5ybl9KP6uutxffklRKO0ffAB+uSU+L7qPsu+tb33HrLN1hHcOxwoXi/ubxbimDoFz9KlVF/Z0cMdBZIvvBB9ZibRxkZSL/sT0eZmXF/MJfncWTQ+8SRBRWXCnlZUVf3BBKstr76KGgjgXbmSpNha843NW9i263VMpiSSEnqi11kxmRJpatmKqkapa1iNQW9HRUWvMxGJ+GND42UUJYw/0IjdmoNOZ2LRyltQ1DBD+19GS9suGpo3Atra8CZjMm5vNdW1yynInYLVkv7DX7ogCKiqyvI9zczfUY8vFCHVbmLm0Fz6ZDkOar1efvllampqeP/99xk4cCAAEydOZObMmTz//PPcdNNNB7V+vwhPPdRt1IIrnQHS+kJK7x+OWX5hqqryxhtvcN999xEOd106G2D58uUsXLiQW265hYsuugiAmTNnMmPGDO677z4+/PDDn6UuR2wAH/GrbH5exRtrAO91ujZMftU/FaJB6HW6hLLPZ2+0w5THZXRGiZ6nqhhsKgv+rOLZZ7r5dwXvplSI+rVe+X1FgzDuoSS+uioJ1SvT91yQDRLZlne0+e4ASLButtaFD5DWBybdAGueg6o1gAyFR0PxXC2ID8aGGu75Rgvgv76t4zjtLQ1rntN68wGq1sLFX8KUW7XXk2+BDa9qy9MVfwV9jv/+D/KM56H6Wxh4RnxTbUsQbzCKNxilOf6ZaOeTZe2ZSa+T0etkXP4IvbKt1LUG41nnjTpw+6O4/e0NKCpbyjx4Ax1JjlQVimt8OH0R6ttCOH0RjurXeR1hQRAE4efjDQd4aP3HVLq1HuIL+k3BE/Zz7aIXCETDnN9vMmGlI4lagtHKWyddj1FnYFa/STgMFs76/AEqXB3Tpr4reM+wJOKLBPGEA522ByNh8mY/zx2v/Zu1PZL546DpGHQ6hm7YS93nWsI8JIm2t99BstsBMPbsSdoVl9Py+hsENm4EWcY6diyehQtBUVDdbgA8y5fhmDqF+vsfiB+nPTFe6xtvQDQ2kmzTJrq98Trpf/0LAGl/uYq2998nsGULnkWLcEzpsl5sJzkPPkBgy1YSTjwxvq2+aQO+QCO+QCOtzt3aRo9235ZlA4oSRq83odOZ8XirKcw/nobmjfEedYPejsdXA76OXv3tu9/CH2hEVbWRcKqqUFLxOW5PFY3Nm3G5Kxk97LrvrasgCLC+vJUb3t9EaWPnVTeeXlTCuB6pPHzOULISzQelbnPmzGHo0KHx4B2gqKiIsWPHMmfOnCMrgA+6Ydu70LKn8/bKlWBJhf5nQHLhwakbcM4557Bp0yamTJlCQ0MD9fX1XcrMmTMHg8HA2Wd3JAu3Wq2ceeaZPPzww5SVldG9e/f/d12O2CH0i69XKPu847UtW6JyoTbn3VMNez/XgnNdbNRdazF8cZ5C5TcKKX0kDDa04P8AWdUtWR0/GxzQa4bWSa0zwdg7tKz3oO1bsjCbYdfo6H06eOqgcqGKVx5MkAK2lt9Gq3uQNjw+pD1g0LQLFtzVMbzdnABBjxa8tw+xMzlg81vw6kxILoCUHgeuKEDlanh6HNRv115//Xctjb6sh/SiruUjQXj/EvjocohGoN8pcOwdYLTGi3TLMJNo1SHv1xAmAQML7Bw9MJnx/ZIZ1M1Okk3PnlpfpyXjwrEfZQn65lqwm2Xy0szxKyjMtABaAJ9g0dqYGpwhGpydl88RBEEQfj6XfPUY7xV3zOfLc6Tyxd717GqtptzVwAfFyyl3NWJDjyUYZVtzBce89w++KF3HoLRuOIwWKt2N8Wz1+8q1pcZ/TjRamdV3Et5wALPOyGNHX8rU/MEAKKi869zNSef/mQv6T6XK3cSXJetw5qUj2axE9Tot6Jbl+Nz3UEkJjQ8/gqTT7pGS3U7E69Vak2ND3iW7Hdcnn1Jx6aUY8nIxFBQceNkUwL9hA6UzTiVQXAxAw/33a8G9Xo+pZ88u5ZVQiOq/XUfNTTejRiIkHHccGX+7FtliiZfJzz4ah70ASdp3jrqKhEzfnmczbsRtjBryN/r1nkWiozt7K7/uNBy+PZmdLBvp1e1UbNZscrPGxYP3gtxjAJXS8i9w2PIAaGrdRlPLtgNeoyAImvXlrfzuhVVdgvd2K0ubOevZFTS6f/1nUKfTSVVVVafgvd2AAQNoaGigIbYs5mEv5IV1z3YN3tv5m2HDbGjd++vWax91dXXce++9PPPMM9hstgOW2bZtG4WFhVit1k7bBwzQpp9t3br1Z6nLEdsD32mUhQQNG1SGXiXhqVSR9NC8VVsibt9krYFmWP+oSs2qaMeodcDeDXy1WpydPgzqVnXsE3bDtpe0n6NBWPXPzvWomA+RgErUD5IcQVX0lHxhRXLMZ1dZGnXNR3PsVV9o2e9KFoKzouM/0BLQlcUS06lRKBgPlWu0ofelC7XtBpvWetDnBK2nPjEfWitBCWoX37gTvroFhpwL5bHhj3oL1G7W5tsveRD6nwo9JkPDdm2pOYCJ10Nary6f7d56P05fFKtJxhfsyOivAjsqvRh0EoGwwuSBKbj9kS77Z6eYqG0Joqiws9qPQSdRmG6irN5PJKpiMcgY9RJ6nUSTOxTfz2Q4YtubBEEQDrp9l+2UkVhdU8ytY85ir7Meo6xnfUMJ7+xayqwVjdjcQeaMTqceJ3etfJvFVVtJMFhQYkFxz4RMqrwtyEiMyS5icVXHQ4sr5OOxDZ8BEIiG+OviFzvV49OSNfgjIXyRIH+Zu4uLt9Wx4FozkVsuZtJt2lJwyZdcguJsw7tiJZHqasKx/wBUl4vAqtiNWlGwjByBf+Mm1EgE7/IVAEhWKxiN2pD6hYswZGcTqqmBkHbPCe3ZQ/2995E081R869ZrdU2w8Y3SxDH1JpqefpqE6dOxjRtHsHg3ri+0qQCpl1+GqbBrD1F59Te4PRVYzGnxOfAAKgrFez/CoLcQDLkYP+IfuL21dKzNoslIG0ZD0wYUJcSe8k/Q663kZ0+monoRkWgAszkJg96GXm+lpW1XfD+jMRFBEL7bje9vIhBWvrdMZYufB77cyYNnDfmVaqVp7+HNjK2usa+MjAwAamtr4z8f1kq+3ifp2HdQIrD9fRh//UEZTj9//nyMRuP3lqmvr2fw4MFdtrd/RzX75Ub5qY64AL7hW5Xi9xQyhkFSb6j8Rusdr12hZaUfcqWOho0qsk7FXakSbNtnZxnCLqiY1/mYnvKOn50l2trxYTdYMrRs9hEfGBPBv08jmM6kBfTBVu1nSzrkJ79HcfG5FM/LZ+K/AtQuLadb4XJtaIgShl7HakvENZdAQja4aiCpEErndxy4YsU+NYsNmw/HWg27T4DtH0NLKUy8AZbcHysma0PgP7pcK581VJtb8v4lMPYKbQh/8Zcw6g8w/q8w9TbQGePBezCssHV7Cam00H3ImPj/Z3xBBZNeIhhpXx5Opme2hd01PhQVtlV6iMb+JiZYdSRaDaTY9XTLsLK90kNZg49IFMJRlYVbWwmEtePsrPaiqBCKqPiCCoWZFrqlmfH4o+hlCZv5iPu1FQRBOGhW1ezkpW0LGJPVh34p+Xyxdx2+cJBvqjYzJLOQm0efyeraYmRJpsxZjxSqQVZV9FEVGYm2kLfTMnMAJa6OoYW7WqtJMFpxhnxk25IJR6N4wn5SzHZqvK3xcmadgUA0THPAjUVnJMuazIg2MERVdq1fzoxr7qC84G3SJDOWb79FDYexT5xAuLaOUHk5+swMInX16PPz8S9bFj+uPxaAK4Acm+el+rQ5b9bRo3F/+RWhigpSL7+M5qee1h4MJYmEE0+k5uZbQFXxjBnGTYP01C96kfn1BbS9/Q6eRYtJPvdcUi65mPRrrkYyGOLBeyjkZuP257FZMhjQ53wkSWuA9gdaMBkTCYa0JH9GYyLd845lb8WXKEqEXaXvoShaT5/Dnk+CPZ+khJ7k5UyguOQDKmqWEo36iUR8LF93J8FQGwB79n6KooQJR7z4A40U5E4lP/sovL469DojVssR8IAvCD+z5XuaKPmOnvf9fba5hr+f1I8k6/cHcD8nr1erm2Wf0TztzGZtSL/P5+vy3mEnEtDikh/D3wLNxdqU41/ZDwXvoH1n3/d9+f0Hnlb2vzriIqHi9xRqV0FtrPF98qMy/iaVsi9Vdn+g4qmKUvaVdn/ufRYUv0PH9PH2BrjYa3MatDeUm1O1Hvp9g/SE7lAfSyhoTtZ+p4h1OEf3GWkTDWoj1jPPOY7m1xqxKRvJ3HI3019+G975GCo3agWrtYcMbiiFnXPgs79C4SQYcLqWhK4LVZsT4siCo66BQKv2uu9JsOpJsKTA4LNh+r3aMMKtH2kNAHWbILW3ts78Sq03A1eNNnQ/rQgm/A22fgiNxZBeRHVdMxX+BGoiMkklGylr1NanlyXiwXtWsomxRYlIkkR+moVIVGXjXm2+vkEnkZtipluGhaqmAOGIwqBuDvJTzSzcqmXQbA/eTQaZaFRLemcxyqQlGOmfb6eyKcDmMjcmvURuqpmB3Rzo9h/DLwiCIPzPXtq2gMVVW+O95K+f8DfqfW18tHsVr21fSLmzgY/2rEKWJH7f/xjeGteGLajQlGCgI1O6hN0XJiUhmfKINiUsw5JIg99J7T5Beu+kbJZUa1O6UswJNHpdhGM5VALRjsQ0/miIVNlB9N7b+fizNzll+S5ybv43+a+8R+VVf8H/rbZsTGDLFu24K1fgnj+fun/cjm3sWPQnnoD7i7nx46nE5gwqCnJyMvr0dFL/cCmK04UuKQn7scfQ+soryMlJJJ58Cpm33Iwky7i+nIt/3XrsazZyfI9J5IWttL36MgCRujoaH34YY49CUv/4R1xfzCVYWoqpRw+qapfR1LKVJiAhoTuVNdpIOlnWxYP3zLRhDB/0ZyRJJjdrHJGIj23FrwNg0NvISh9Bfs5EaupXEwn76Nd7FjmZ41i+7i6AePBuMiYSjYZRCGM2pZKa1Jc+PU6num4l23e/gdGQQHbmKPr2OhudWGZOEOIW7Pjxw88DYYVle5o4eXDOL1ijztTYiKbvS5wp/8RlLQ8pLaUQDf1wuXZNOw5KAP//0f4d/lzf1xEXwPc7X0ZnVgi2aT3vu95SaCvVAuhgKzRs6FgHvvgdbVr5yJtg7b/3OUhsWlzUD6YUCLZox2qXNgR8dR3BO0DrLr6TbNKWj1v7ZBqnPFcGj58D9Whz04MuOiWgM9phzjVQs0F7veENbR78oLOgtUxLStdxZG24ib9Z64Vf8YT288Y3YknsJNjxqdarbksHX1NHhvsBM8HbBGVLtNepvcHfCjs/B08jfH4tJBbAVWvJ2fk8TaGepDk3o+/7F3RNsfaOWJUHFdjpmW2N/3JaTdq8hDFFSSzb0YrLF2FntRenL0JNSxCnL0K3dAtVzQEkYhnnjTKDuzuwGHW0eSNs3OvCH1JIsRuIRBS2lGsPhMGISmm9n0BYYUxR0vf8JgiCIAg/xuVDTsCiN9EScOMLB3lxy9fsbK1mTKmX0RVVbB4LRllHSIkwe9s8dGYDdx57ITctfTl+jFRnkFNX1WO0u/lwSgH1Ie1Y7UZl9qba0xwP3gG2NpfzXUw6A1WeZm7aPZdvLrqVkrdPIEgDJafM6LTuO4Bss1J3xx34t2gNEG0ffojO4SDh5JMJVVYS2LSJ+OOvLKO0thJqbUX1B2h++WWibW04P/pYm+fu8+Oe9zWpl16CPiWFaEtrPMP9RUn9iLa00ta+Mk2PQuRgC5bGj2l7r5m6O/+JISeHHnO/wPDJJvT9DWA0YrNkauuzqypKLHtu356zKCw4Nt4zbzGnACkMH/hnVm94ELe3ij1ln+H2VFHXuA63p5LcrAnUNqxFkmQkJMzmFPr3/h1mUyJOTyVbd75KINhMUmIPIhE/O/a8DUAo7KK8agHBYBvDB3VeX14Qfst8oa7TPL+3fPDXXd64fR71gXptAwHted4eS+Z5WIv+j/kFIv9DsP8rs1qt8e9mX+3f4c/1fR0BzTadpQ6QGHeHjskP60jtL1G7Sus1b89GnzoAlBDxeFmNasPm25PZ7UvSQ0qsgSexUBuJDlrCO39s6UXdj0hKGRsNhyUdaNoNpz0Lw87vyChviA21SOsHk27Ugm5nbN11JaQF3jUbOoL3eKtTbMiAbAB3fcc+ahRSemkX6aqBh/vDq6fGkt3FFJ0Ax90Fo/4I57wJliTtPJveAp1ey4qfPwp2fY5u1ROo4SChCTdhT8siI8kUXxZOkiAt0RgP5veXmWiM/5to1SNJEFVU1pc4KWvwU5BuRlHBG1RYvcvJN1ta+LbUFc8t5AlEaPFE4q8NsZwFv/YfUUEQhCPVsIwePDLlD7x6wrUMyShkYdVWar2tJG0uJbc5yAw5l6ASiaemi6oKzqAXs65jOKEai5B1sp6B6d0B6J2Sgy5249zWXE5TbG14i/6HhyEGY73xOZZEgnv3kn3//SSefnpH8B4bomjo1YvUK6/E/fU8IrW12nvhMNGWFvxbtxLYpK0fb+gRu/8psfumXk+ksZFI+3zEaBRD9+6gqkTq6tkzeQrll1yCsVu3eJ3sU6aQfsP1JJ93HjlPPI69m4VgtZOWdz/FlAKyzYZl6FA8Cxbgmv06xk11FOYeS0pSb9JTBqKoESRkJElHWkpfFLXrfUxFJS1Vm2ebnjIQhz0PSdIRjYbZvOMFKmsWkZc9AUWN4PM3sH7LYyxbeydbdrxI+zOB11dHq2sPauz4er2WbMkX+IH5pYLwG5Nq/9+Gw6c5fr3h8wC5ubkANDY2dnmvPXndgebHH3aM/2NQazp0Gy1ycnJ+le/riAngvfUKC66Isvl57YYV8avkTAB7XkcZvQ0Se0CPU6DHqVoGeYC69dpweAB9LGmgORXyp2i55cbcBin9O5LaRf2gxkb6STrIGH6ACsnQbb8V2lwlYSKvXwTrX9aWSmjvEwj7tOHuTTs75q3vrzmWlVFnhH4ztEXpbbFfAiUMSx4A1FhLhKQltGOfITeuai1JXbsXpsKDvWDt8/DO76BxV8cFrXtZW3uxah2se4ld/a+nJms6O6p9+LwBeudYyUzS/oipKuyq8vDpmgbmrm8kGovkW9xh5n7bSF1bkBOGpzG2TxI6WUJVodUTpnuGBZtJh9OntX4m2/SdUva0PyiW1PnxBSPkp5kxGeR4Bvs2bwR/SATxgiAIP1W1u5mzP7ufh9Z9DIAvHOS4giF0T9DmSy8elEJpUTr6fr04p89Ezu0ziYTYiiQra3bQK0lbksVmMNOcYOSb4/vi/d0J1Aec/PfoSxmSVkg0duP0RUKEFO1vtk7SMS676/BHHRKn9RzbaVvRl6uouuJK2t59l+fGZVOSlaC94fcjJyYSLimh6cmnDnh94bIyACSjkYTp05AsFuT02LrokQhNTz2lrRNvNIIkYZ86pVNipHBdPbbx4+Kvy88+h93jj6L1zTep+ctfiVZpWerbyhzUvfAhis+Hf/NmWt55B9fpRfiGpbK77BN8rjp6dDuB9NQhqICqRtlT9gVfLbqcBcuuJRrrlW9zlvDN8utobPqWqUc9xIjBf0WnM6KqUdpcJeTnHI3Vko7LrSW5TUwojGehJ3ZcgLKqefgDLeRmjcdoTCAS0ebRutxlBDol/hGE37aZQ3N/dNk0u5EJvdJ/wdp05XA4KCgoYPv27V3e27ZtGzk5OaSlpf2qdfpFJPcAU8KPL5817Jery//TgAED2LNnD8Fg51EF27ZpK4IMGjToZznPERPAr71PpWUnFL8Nm56O8unpCqvvVonEhsEDRLyw9QVo2Ai54+V47jdHvtarDlqQb06BQZdBycfa0PitL8Lu9zrOte8qMBEvNB1gRYDep0Nid+3chlhDUTRiwB/M1dYwrNlAPEyVZBhxEehNWs/3+L/C0PPgxIe7HjgagqUPakH/qEshITYXp70lX9Zrx934hraefPv68kN/ByMvhmn37HOs9l8uFRw5YE7SjlPzrbatrRzKlpJbvwA56scUbMJYsZBUh5HxfZOxW7Tu8LZYEB4IK3hjy8VFFAVVhVBY+3f5jjbq2oL0zLLSM8tKTWwt+Tavtm9UUTEbZMwGibF9khhb1JE5d2e1j5G9EslONiEBmYkGDDqJeRubcB0gy70gCILww25d/iqbm8p4ces8Hlj7AUe9fSPXLZ6NNxwgzexgb5aVBT3MPLD5M1bX7mJqtyF4wtowwMLELLY1a6O+HAYz6ZYELp9wFi+VLmNrcwUPr/+Yl7cviJ/LKHcs+eIJ+9lQX9qlPuf3n0Lv5BzSzQnxhoKaBANIEsb8fJYG6jCHYq3nskzi2WcjGY3obDZSLr2ExNNOI/POO7scVw2FaH76GVS/n+RZ56Bv7wGJ9carsaXpnB9+RNoVl8fXl0867TSSzz6b9Jv3WWc5lqUeVSWkL8CYaUMJqAQ3bwFVJVxVhX/1GqxbnEihKDpXiNDaTSQn9mLUkKuxW7VGD6e7FFAJhpz4fFrCv0g0iKpGCYU9gMSajf+hoWkL3fOm0T1/GnWN6/H5G3G6tWWUotEQJmMiJlMKIwb/leED/xKv5p69nzKk/x/ITBuOhEx66mAMehuLV96Cp31IoiD8xvXOdDCh148LgM8bXYBR/+uHTccffzzr1q1j586d8W3FxcWsWrWKk08++Vevzy9C1kHe2B8uB5DUXcvhdYg6/vjjCYVCvPvuu/FtPp+P999/n6FDh5Kfn/+znOeICeDtsTg2pT8UvwvRgDbnPdCszWFH1nrX9Rbt92TZLQooWvZ4W5bWcW1K0uLXQAusvR8yR2qxtTHWKKQzQ0Kh1vtun74A69+uRTdgNbqxn2K95Qp0A1bHO713fwSbn9HOHfZow+dzxobZk/ENyilPwnnvQd5o7QSqAsse0uane+pg2yfQtAdSC7Vl3vZlTu74edG/tXnqOiMk5sHkWzsy0vtbYM987XVGfzjqr9r2kRdrifEcWZ2P27RTW4MxY4CWzV7SwdALUAeeRcIx13DS6hkUVb2BL3lAfJeJ/VOY0C+ZrCRt/kGCVUeCVUurkGI30i3dTDCisnhrM42uEE2uMIWZFpy+SLznvZ3LHyUQVgiGVXZVe0hPNKGL/XYqikpFo48BBXZmjMnAYTUQjqpEFQiGvn/pD0EQBOHAChxab9KQ9O7M3joffyREc8BNo99F982VXLiojv6tKja9Cb2s57J5T6CoKskmGzn2VMx6AylmO1FFodHv4tZlr3JUTj9kSSIpNsTRojfSOymHkBLl6HqJ8xdU07PGS//iJi7+upKeNd74g8gb2xfxwLoPaQy4cIV8ZFmTSB5/FF/852rS7/kXzx73ZxyDhmi95IpC6/PPowaDRBobcX31NcG9ezF2KwBT5zlxUmJHg3Dz40+gK+wJNjv6nGzS/voX8GmNEkpbG54lS1F9PoxFRaReegkAKWefjWXsWHT7LdUU2FFKqCWEsagI6+jRWqPCGWfgOOlEul/1dwrv30vyshaU7h29dmOG38iYYTeQkTYUgAR7Po7YUMGkxJ7kZU8kFPawYt1dNLfuoKVtBwV5k3G5y3F7Kjud3+OtJhhqIxRsY0/ZHNJT+6OLzeuLKmGqalfSt+eZTJ/8LHZbDuGIl6gSJBB0/tRfGUE44jx09hC6pVq/t8zRRen85Zjev1KNOrv00ktJS0vjkksu4YUXXuDFF1/kkksuISsri4svvvig1OkX0W2SNpX4+5iTYOCsX6U6P9XEiROZOHEi999/P/fffz9vv/02559/PnV1ddx4440/23mOmAB++N9kpr0oM/4uyBoLmaPoNIIcBdIGa8PmXWUdw+FDTtj4JEz6j/Z+MDa3nShkjZLoeapEj1O0TaZEGPsPCUkP4YxvkWwedIU7kXNLkfQRdDllHWO/9xvdbU4MU7PKwJ7P7bRuaEVJ7cPGwFdsrn44Pr87zlkOVWvgtZlaUC/rtQn5oGWaB20IPUDlKq1X3tusBfHDL9SC8P4zIbWndqEN27UMjwAte7X/A5z/EfQ5qfOHpIShYZs2GmDkJaiuKr7sfg+ftg5mffdr2NLrGtZWaUXd/gi1rQEsJi1TfIpdj9sXpa5V69XfUeWhvFFL4uAPqwzpbmd4zwR0skTPLAtpCQbMBi1D/b5UoNUTYf6mJvrl2ZElbdv6Ejefr2uktjWIObYefHaykfTEX3c+kiAIwpHijnHn8smpt/HElMuYlDeQiTkDkICCBj9DS92YAmFmGPJJNFnxlJYiRbQbW2vQy71r3uOlaVczKqs3A1ftZdaiGhzuIBNy+3Nu36OZ1XcCAMkmO/89+lL0sg57WR2WsEJuc4CMthB6BdKdofj0qch+a58XRIyce/tsjr71cbYWb6R7QgYLLjkBd2Zql2uJVFUR2LiRyosvgWAQ9HrQab3+qlMLWCWLBcWWQP20P9J23eOEglEMWdkknnkGxqIiHMdPx9i9OygKoeJiQuXaUPVARQW6hATyX3wB+zHHdF5/OBwmVFxM0tlnkzRrFuG6GnbNVFgefYO64xNpOimLLRVvAuDx1tLQtBGzOZXUpD4kJfTG7ammoWkzALtLP6KqdimgEgi2MqDoQgb3uxSdpKd7/jRSkvpiMiah13deokhFwekqZfGq2+jdfYaWMA+FzTueZ97Sq2ho2ogp1hORmTaMtJQfeEgWhN+QjAQzH1wxnnNG5mMx6Dq9l2Y38ddjevPC70di0B2ckCkpKYk333yToUOH8uSTT/Lcc88xbNgwXnnlFVJSUg5KnX4Rsg4G/w56HNsxejj+ngGyR8CoK8GceOD9DyGPPvoos2bN4pNPPuH+++/HaDTy4osvMmLEiJ/tHEdMFnpZJ2FKUvn6Eq03fdpsmbIvVLa+rBKb/oWqdHRQx8Xuwwuv0taNb5fYG7a82YrpgvtoUKyMv/vv1CzXsf5RFZJq0WVpLeHpOd2oefNUoj23Etk+EtB6+iP7LcuYUhTC0LSCNu8A1KZy2vaksPsDFbiAwqTHcVj3aGu+t+3tvKPBChOvg2UPa/PS2xVOgtyRsPAeQNXS5H9ypdZzrka194++EUqXgBIBaxoEPfDsJO39koUw6XrtWGVLoN9MqN8C7jpY/SxUrUGRjQSKVEAilDMGs+olKz0N35y/syjxYiIGBxajjD+krQevApVNflo9IZzejh52nQzpCUZ21/r4tsRFqsOAyxchosDE/knIssTiLS3xtg+DDvwhhVZPmDFFSWwodREIaw92VU0BjHotY31hxo/IICgIwiGlqqqKBx98kNWrVxMOhxk7diw333zzzzasTPjx9LKOFLOdkz/5F2a9kU9n/oMPi1cwZ+47SIDXJGPVR7j8nU1U6iVKsix8MzQNCQlJhVlfPEj/lHxGNfkxRlQmGbL4z7qPkEMRchUjjx9/GQsrt3DXyreIKFFSPNp9oaj/UN4Ml5HX5Kc0S2uMthvMeMKdM/cOTM7FFFaQFRWluJQd6em8uu0bJnhctD/e6fLziVZ27pmWLBZSL7uM5ueei6/3DmAdMwbT0cfgtNghGkWNqtTeeqsW6Eej2MaOJe3KK/CuWoWqKOhTklG8XspmnUdw6CTcV11H5lkzAPCtXo19+nSCO3cQaWik9fXX8W/ciKKXCJ43FiTQDSnCEPaQ2WMM5Xffyo5h1SgWHWZTCoFgC0ZjAioK1fUrcbrKcHmq43U1kENacn9KKr5g844XSU4swu2tJBoNMXb4zciSjhXr7kaNNXro9TYCwWba3KUMH3glW3a+El9mrqZ+NQaDnf5F51OQM/ln+u0RhCNHmt3E/WcO5taT+rF8TxPeYIQ0u4mjeqUdlGHz+8vPz+eppw6c6+OIIuugxzHQfTK07NHiHp0RUnp2dFweIl577bXvfM9ms3Hbbbdx2223/WLnP2ICeICQG9pHhs37o0JKf22OuiUDcidA6ecdGeEBkGDcnbDyTu1l224YfBUoAahcCCQ0Iic3E6WZDXNX4F8+ESmhGctV/wQ5iuq34tnQA9WTRGTThPhh24P39lhaZ4YBl9lZvCSTUDiNulWl9F+bQ6/cf6CTgtgtewAZjAf45TQnwbqXOgfvAMVfQs+pcPLD2rJz7drnwrtrwZoC1+3U1nr/6HIYcGrH+yE3zL+jY7/6zVpW+ldPBU8dxX2upSlzEoMzoTFkYnD3vlhDTbDs3yw0TidicADavHV/SCEtwUB1S4iq5q5LQUQVWLqjjWAsCHd6w0RiHS2by9wUpJmRZa2cxQjd0204/WF8wSgbSp0M65lAOKKybo+LmpaO49e2BJnQP7nL+QRB6BCMRDHpdT9c8FfQ2trKhRdeiM/n48ILL8RkMjF79mzOO+88PvnkkyOrN2E/UUVFlr5/Pd+DwRXy0RrwAl5O++QehqYVsjlVRj2uH6P7DMf+2Gzs9W7ITSNo0JYve3TyH7l60XMAbG+p5E9/vgpLq5uHgzuJOhVOWdtAuivMC55n2JTacb11ySayWoPs1Hvx6XQU53VkEm4P3vWSjogaxao38scp57Eh+Xmymz20LVpI6j/u4YNQqKMHXJLQWyz7D3hD53DQ9s47nYJ3AO+iRdiPOoqiJBd1t9+Bri2WKTgay93SUI8+KYneSxbT8sorVN9yK47jjiNw1MkEps0iVLMX6T/Xx48X3LGDzBuup+LiS/A3NuKaWURwYBp9sk+iLVJD/6LzMLijND3/PNvy96JYLKCC2ZRMINhCalJfahvWUFu/FvYZfWAOjcccHM+mFRto02lLvbo8lUSj2lD/7bvfJDdzHJJsQFWCmI2p5OdOxOWuwu9vZsvOVxnU7yIiYT8btz9LXeO6+LHrG79lzLCOaxAEoUOixcCJgw7d+dW/GbLusFvn/dd2RAXweivkToLqJdqycf4mbbspUVv/vT14T+oDrpIQSsTIuv9qI9SVMMhG2PwEjLxe6413zutNtCkTXVo9oUatvV+NGCGoDV/zv/UXAm05neogZVQhWbwo5X1QozDunxLWLO2hbfh1BmqWbKP39FbkuT6G9bpF28mcBBd8rCWea9jW+aLcsWQz7XPl2xmssPhBbX33lB4QcEFiLtRqS+YwLrbWqyzDvFgLUM16KBgH1d9Ccndo2mfx+qAHuk+EQWfDtg8pzj+fsN5B5u65jJ12kVZm6dOw+ml8Uy7UqoREa6yn3R9U0MWCcAC9TiKqqPHpAaFIR933+ZE2bwRPwBvfzx+CHdVeDDqJcFTbuckZJtGmRy933rfRFeLj1fXIEgzvkUhemuiRFwSA5XuaeHVlGd/sbCAcVXGY9MwYmsPvx3enKNPxwwf4hbz88svU1NTw/vvvM3DgQECbLzZz5kyef/55brrpph84wuHF5Y+wt85HZVOAcFRFkiAzyUSPTAuZSQdYu/QgsBnMTOs2lK/LN1DpbqLBq7WCR9OT8a1cz9ZkOxk6hZZJg1ltaUNF5fYVb6CX9YSVCCadnmt2fcy/xp9PvwYPu521KLIWYLdFAkDHcO95w7VkUWbJ3THdbD8RNcpjU/5Erj0VWZbIvPsuGud/zcARE6mfu0ib96eqyAkJ5M9+EeeHHxEsLu58jNhyPchyx7JxABYLjc88gy41FbNZRklJQZ+VRTCW4TnloosAkGSZhvsfACCweTOO408nFA5gUzo3pCs+H9bRo0k45RRcc+fSOjEZxaLiWbyEEVc8AkDDkw/R+uprRO4dpR0bmTZXCQD+QDM6nYloLKGsXmchqoTi2eTDER/E2t7ag3cAp2svXm8dSuyhJhBqZvfej9HrLUQiWrmW1l04HPnodJZO+za3bmfuwj8iS3oG9buInMwxB/4iBEEQhEPWERXAF7+rUr2Y+LB4JZYstm1353JtuwC0udPh2FLsiT3Bqd1T2fslNMcyywee/weS3QVuLQmNTnHge+zfmM58Buul9yJXD8M9+0rtPXsA08X3IhlD+F+6CaWqF3Xfquz9DMwpKgZLT0JuCJuLGND7T5gsPqRdn8LgsyGttzbnI3cEVK/venEmByB3zIEP+7T/fI3QbYK23ntzCQw4HXKGQv5orZynUcvcF/FDwAm/e19bP9HdAN/cDaXfgK8FxlyuNRKc8iic8TzDVn1KU+Ve0noUMH99NXbJS0LuBdRPmk7YpM0/2ff5yx9W4kE4QF6qmbIG7aFhUDcbW8r3n7vQIRJVyUg00OQKx9eT1+vAZJCxmnRUNAUI1ykHXGteVSGqwp46rwjghd88RVH5+8dbeGtN5yHF7mCEN1ZX8PbaSv516kDOG1NwUOo3Z84chg4dGg/eAYqKihg7dixz5sw5ogL48gY/G/a6OuU4UVWoaw1S1xqkIM3M8J4JB71H/qWt8/mqfAMSEqASjC1ptr25gnHfVmFXYdHgXHZbWuP7tIW0v+d9knPZ1aoN+/5wzwo2NGi5Vj4flY41qOC3mUCNYtUZ8UVD8f1NeiOBWDZ5k84QX/O93YqaHbxbvIw0cyI2gwnnQD0nOFr53YyTMOkMeOYvIPGUUzAXFuK22zENGkRwy5Yu1ybZbCDL8Tnw+P0ofj9KczOW0aPwb6pHKSvDccIJWAYOwDp0KACR5mYksxk1EEBxueh101X0ttkINxXQWLcN7/LlRNvaSDn/fJBlsu/6J7kPPoD+vf9Sv34xaYMmsWjJDViidhwTsqnLGY15lxN/XzuyJ0IkRxttF/S2xIN3gOzM0VTWLCZoWkPvvmPYWvr5d35vkaiftJSBNLfuQo2ta6vXWTAZE7GY06muW0G40ouidl2pRVWjRNUoZZXzRAAvCIJwGDqiAviCqRLVS1ViK7KgM8dWSlPBlqMlcDenQfUSFdT2IXja+7FlVTElQkI3LYA3OCDsNqG2acF70cVNtOQ9TaQhnXCG1mIfjnS0yEd9elRnKjjaUL1akLv3k9g5FPBUa53opXMNlMu3Y7PWcNz7jyF7yuDrf8D62d99cYHvyhorQfmyjpeDz4E+x8PGt2DuTZDWSwve273zO5h2N3xyFdRu7Njefwa8cRaUfAPnvUPu2BnkjoXaJg/uPV48ioW6kA7V2mP/s6MCmclGapuDGPQSvbJsZCYb8QQiJFoNdM+wsaPKRySqYtRLhCIqJr22p04noyjQ4Oz8AOcPqfTNtVLTEogPvf8+PTItOH1hEq2GHywrCEeqh+YVdwne9xWNBfgZDhPH9s/8FWsGTqeTqqoqpkyZ0uW9AQMGsHz5choaGsjYL9P34ai+Lci3pa7vLVPRFMBokBnU7eCNiAA4qcco5pVvpMarZXC16I0EI2EUCfaO70OfsJmiwfnsqdoUb7Rt/7tf5tRutskmOz0Ts9nQUEqi0Yoz5MNtlUGNckG/KSys3IxDiVLvawPAGdqnQdcf4LitLThtBtb2SUIF3t61VDuHqlLhbiSqKvS77zl2BiUaU+zMWrEMqbqG+gcfpO3td77z2lS3+8BvSBL+NWu1MkDijFNwTJlC28cfU3/PvzEWFqIGOubjl//7P2T/6VLq/nYNgW0do+Qc06dRednleJcvJ//pp+h91nX05jrqatfh27EEX6SRZm8lZOogI5ns+7dgbArhPraAaDhAt/ze7M1yQVYKBUXHk5E2BK+vngRHPjkF/dhRYSQaDWDQ2wlHPBgNCUjIyDoDihKiqWUb+zalB4It9C6cSW39WoKh/Z8ZJPYf9lCQOxWXp4qEWBZ8QRAE4fBw8DMz/AyUsErdGpWE7mDP7dje7Tjocx7Idi/0WM3wm4P0O4+O4B3i97NYpwM6M5THlq4ddjVYMrWkeHormAftwU8F0azNZFiPhvJBBN7+8z4V0eN/5k58/32QYRd0zOU0JWr7j7wRCvsswGKsIqpY8fpyiP5nGDwzQQvepe+Yp2pK6Pw6IVfrLQcwxIYn6q1w0kNa8A6w+ystIYCiaNkbQbuQ0kXw6kwtc/2+GnbCnnnaHPntH8c3ZyVbGFr5LOM3X0uf5I59RvRwMGN0BhP6JdIn16YF2hEVT0AhGFEIhhWsRpkmV4hgWKFPrg2AUET7wIMRlWAEfEElnqBuf3tqvbj8+89u7KxvrhVZ0rLUf7O5BZeva2+DIPwWuAJhXly29wfLqSo89s3uHyz3c6uv14K9zMyuDQftQXttbe2vWqdfys6q7x5xtK/SOt+PaqD8JYSiEZZWbaNnUhYFCR3LnM3oMZo/DpqGPSrhjQQ55YLLuWTYiZ1Cv/afg0oECbAYjHxesgYJ+Me4c8ixpWDRGbHrzSSbbFR5mmkLejm2YAgWfeeVQ7JbgnRvCDBkr5vbR50V355ismMzmrh33Pk88WUVeS0BduSm0WQxs/6E4yk97XQteJcP/BgjOzo3jOizszvKWrT7pmSxkHXHHThijUqexUtQ3G7tvqnX+jfCIyZRN/ostq2ppm1CKq6JHb+/weLdeJcsgWgU51dfxbdnZAwla6Gf7JfK6ZEUy48jSWQ9+Qj9Vqxh0Jm307vHqTRvXYo7K4qbRsIRD8GgE4s5jZbWXYRCbnp315bAae8oCIVdBMNt+AONsQBdSzK772oypRVf4/F1JMOLnXyfb02iVyxT/eYdL7Bsze24vfuXFwRBEA5lR0QP/Jr7FSoXaJnjk3pC9ljofZa2DnvbHjCd9gYMWMvityehfHNBp31lgxazqgpgd+Grt9PerrHm7s7n2XXPSPrd14bOk8/2d3xIxz6H+dwnCLyiDfu0ZCiE24IkZLvJm5LB7o/BXQnBNu2/rc8FGZj+AXtDTyFJQaYMnY4hXK4d3GAFR46WdTFrCATd0Bpb+i24X0+Oa9+bbezGbTDBqEshEoIlD8C2T7WAPb2vtn35o9oQe9AaBBq0EQQM/Z12DHcNUcnA5v7/wORpof89uZDRF2nATArP/AcoUTJ0eiJlLvbU+dlZUk3BontI2/EpxnG3siuh43PdUeVlxz4PsHWtAUpq90vLfwADC2wk2YxsKHXiDR54yPz+fQh7an2dyun3W5ZOEH4rPvq2Gn/4+xu82m2ucrKlysmgvF9vORavV/ubYLFYurxnNmvTX3y+H/47cahz+SK0eMI/XBBQVKho9NM7x/YL16qrW5e9ypzStfRLyaNvSj6T8wdyUf9jeWDdB+xsrmTyliZ61vn5d80NbBiS1Wlfo6wnokZRVBVLUKFGbY4nlrth8Uud/ka/vnMxfx12Mg6DhSc3foE/0rnxONw9mx2uKOaMdC7pOZrXipey11mPsbaBqd9W82FZHTduKQVFIbvFhSrLOGoaUBUVyWJBl5lJpKwMU/9+RL1eIrGl35T9et8jB2gckoxGks+dhRoK0fj0M7i//hpMJoy9epF87iyaX3yRsN8HqoLkMFE7JAxDepDVdwqG5hDhhgZUvUTzWYW0eNbiGj4Cc+9eJEw/nmF3vQnRKJJej7rHyt6Kr9he8ibRJz/APW8eiSefTDDiBrJAheLSjyhWP4pVDOqbNrK3ct4PfIsS/XrOwuHIY+uuV/D5G1CVro3YEjJqPNWfSlnlPBSl43dULx8a+RgEQRCEH+eICOD9sUSyzt3af8hQu4p4tKfU56H2X4dSl0ckAH1+76e0ag5KdW+ixUNBAf3wxZhOep3whgmE5vz+gOcJNuspuft4vDUgD/8akwS6gj3I+cUolUUEvG5UTLSUZ/DpGbGd4k8yCv4WE3sdt2KzVZBs/ZbkwjCYRmnZFgfMBHcjLP8v5I2ClpKOAL5d+1z27hOhbKm2bfo9ULsZ8sfA4yPAkd3xHnrY/Ba4q2NBf6ynp9dUKDdrQfzm97RkAQ3baSk8nbL8WQAUVryJpXod1G+D8X/BEwKFCFnJZvbU+fBiY6ltJhPVj0ioWURBjz/i9EUw6iUaXR0PBtnJRjaXd0wzSLDIuPwH7nHaWqFlQp7QP4mNJW48wa7ByP4xfXtSO4MeBndLwGo6NLJtC8KvbVf9dwwX/g7F9e5fNYBXY5PBv2/Ot/wdvamHk/91FJDLf3BGDdV5tTntO1qq2NFShYzEosqtSGhLgrbaDaj4aXbo8UdCXNH3GNZ//AENKWYqMiwoqPSt8DBxeys782wsHaiNOtv/b3RLwM3npeuo8jQRjHa91uqAk5qiBFQCLHz7JtTY/2YtK2PSjgYynQG+OWEEA1fvYFhlI8YePZAGDUbW63BMn060qYnm557HMmQoofLyeAAfZzZDIIBl9Gj8a9YAkHnjjQR37sA8bBglJ5yIPj0dX+w9SafD9fHHROrqCNfWYvDvJfG+K0g68xSCA9MJbd2J7/X1EAgR3L2b6KR+uCdq/z9KWFJHYNNmgruKSb3kYryhZtRglPSUQeyt+JKg3k9xn3qyv4wSrq0lN38iunIvkaHdaG7eqvUdRBSyUoazo/jNePu8w94Nt6f8AN+iyo6StwCJscNuYvPOl/D5G/Z5XwaUfYJ3TSSW1M6gt9OvaBYWS9r3/KYIgiAIh5rDPoD31Ki07qZz12x7fKiCNQt8y08kvOJ4JFlmwEWg9FmFseBrVN8KcgYMxbkX2mzaw6+c2IZkDaD69k2I1j5MDfyUoSbriayZimncQlSDB9WThJxVjvmSe1FdyfifvAcUGUeBlpeueRtkZKymoWEsTeV5DCq8jd7TWyFpOqx8XDtF5SptWHzuSC0xXenCrhfbPpe9fjsMPR+MNi2Fvj0NPr5cq2fzHq1M7kiY8DdY+h9tTcW9SzqO01gMTXu0sf3dJ0DVWsgfQ+ra2RSa+mIKt2AJNkDBWBh2IYFQlAWbm1FVhWMHpzKkm51N5V5ak4cTmvE8K3STaG0KdKmuTuqcNR74zuC9nd2iwxdQDhi898uzIaFS0xLEF4oS2udZ0KiTKEjv2rMnCL8V/+vYk187d5rVqiXu8vv9Xd4LxOYb2+32Lu8d6Q7GmKFKdyPbmyv3u21qP6monFqrJ2OPixV9EinulshVQ08it7iOSJmbQLUX+S8XUtxaRWCPFvQmBBTOWd1MMBpmzmhtOoQlpOC2ao8YVZ7mePCuRyZC5/uAGjt3FIUeiVkkmqwsHtBM/5YQa3qmcNncdRgUFftJJ2LMzKJltpYvxr/+W5BlzEOGEG1pwbdiRdeLjf1uBXfvxnHaaejtNiSDHl1KCnU33wKqSmivNvXEPHgwqX/6I83PPoftqKPwrVqFKkEgO0KwbDfJr6xGMpuxHTUB/6bNmCYfi/eVF3Gk+9F5wuidYSzDh5N05pkEg06Wrr4dVY0ycfS/6N/rPLbveZNgz0TS77uL4oRNhDZthSYFX6s7PqHREDEQUYOdfjEOHLx3sFmz8QUa8fnr93tHoXfhTCRJR13jOgKBFkJhT/xbN+jt5GWN/95jC4IgCIeewz6AD3sg6qfTzc6Y6UXuu5LgxmEEWlK1bQkyxz0vMe8PKmF5IKZTioju7cee5dr08YjvRKK1eZhOeQ3LlTfhf+af6HvuwnDSS4RXHE940Uyk1DqM5/8bFB3+x+/FuOdUwlkr0dlD6GxhkBUkQxAkBVQZSQeTH5HxffMJe18vpoGxAGzZezdN6wJMmBDLuKwzanPSVQXayqF6HQdkdGjrt/ubYePrP/DJSNq68gEnLH8ILKnafgBl7cG8GewZ2jFXP42stzJ0x12ASlPSCAKJ48kb9jvkmh3ogxCVzazduJtBA3oyuvY5rHvnUjPhn7SGOj58g047dTiiZYf3+Nuz40LkR4zutZt08eRPBWlmGpxBAmGVrCQjffPs7K710ubreiBvUKXFHSLFYezyniD8FgzI+d960/vnJPxwoZ9Rbq6WoKSxsbHLew2xZb8OND/+cJNo+99uq4m2Xz/xpivoxxcJItMRwGdKFrpVOdmeIhNq1v4G91AsPHXW3cz45B6UVieTkk3UpJnYuH0BNoMZb88E6pJNhPUSp63UvsOEMExe30CKJ8zckelUp5k7ZZnvnpRFraeFqKpglHW4wp0bdHSSzKsn/I2KttcIvX8/x25R2JGfSIYzwJwxGVy3OZaczWCAcBgUhXBlJYFNmw54rZLdjurxoLS24v7oo+//YCQJndVK1O2m+bnnkJOTaR1iouXsQtr2tpEzP4xkMqFPSyPkSKMsZzy6m0aSesdFSJEwgd42HCcHSTr9NNw7N4HLB0aZ9YvvYdD4q8lfAtHlm2m6agBt1MCQFFBUDDobutYggYQIYXMUT1D7LM2tOgLJ+97vdNBl1XuwWTPZvONFAHKzxtPcsoNAqJWM1CH0LpzB3oqvcbm7NgL4AnW0OktITuz5/Z+LIAiCcEg57McrJhdJdJvOvvlZYNjH6Ca9g/HE11FCWtxb8Ocl1LsXY0oB3OkEXruB8LKTQYVI1EvGeC/JyYVIJj8Yg2AM4hhWgaSLImeXaccOWMBvQ/U6UEMm1H5fo2ZvRypaSXBnL5S37yC9/A5QtAc4f6OW8V7v0LGz8jr2bWXwN4SIWvOh57Fa8J4zQlu7vfdx+5Tbr28m5AbDD8yVLDoBkgth8k2w+AFtKH7AqfXep/ftKCfJkNoL1r8E7Q9QET9IMhGdleWjX2Ft7uU0OIMY69czbfExJHiKCTjd7Hr/RSJlm0l2bWNLVDumLvabpNfJTB+aTpJNT4rdQCCkfTE/JngHcO8znNTlDxMIq+hliRG9tOCkobVjyZ19Px1ZArPxsP91FoSf7NShOThMPy54HNU9mb5Zv24A73A4KCgoYHtsze19bdu2jZycHNLSDv+hvA6LnvSEH9eQqJMlCg7C8pcD0go4rdfYeD+4BPTcVsOQLfVM2NbK/L521owpYHDfoZQvXUq6JQGfzcjnYzLY0DMRFQj5fByd2pvMvv1oSjQxb1gqXw9Lw5GZhayqSICs7j+gHloCLryRAIFoCFfYT7LJzsyeY+Pv1/tamVe2AbNNS0IXMOr459lD+GRUPnJ5JaUDiohMOwbCYUyDBpFy0UXYjp7UMaRkv6ElqscD1u8fnWWbMgVDfj7pf76SxqeeJlRZhefoM/CPPA5ragEoKvqWIMgyxsJC2t55FzUYBFVFCYZAllFMMrVXDWRzVgJNLduIbish//ZvMdb4COt7sHNJiJCrB6ZKL2XWHQCY2iSQJSxNChNPfpREcwHJjp4Ew1ojRefgHQ4UvAN4vDXxn92eWgKhVnQ6M4P7XwpAY/u6uIAkGfb5WY/ZlPy9n40gCIJw6DnsI55oSMWWjXYlEljSINHSF9VrJ1raD0kHQ/9dTK3uNXaUvYY/VE3hiZBzlJZxHrMX+9W3ETjuFob+RSHw0u0EZv+DhBOWEEhdRmj5NEKfXYRu0Cp0fb/F9+gD+J/4N4QsGLadgaHuKCLrpmDNgJOeyqfHlOR4JvywB9bcr1JRdSL2nI4eCIkgbRUJbH3VDDWxNd9r1sPKJ2Hjm3S0Rhwgi1v4e7IbmxJg5CVamumqdeCq2mc/H5zxIkyK9fqrCtRs2O8AKqhRdFE/Ka3fYvVXYX9hPGz7CMPw39F3z+PoY+vQu0zdQNKRZQ6Sunc+WbXavPte2Vaa3GHavBGiqvqjk8oV5ViZ0C8JQ6y8BLR5tYcVnU5b/gq0h+N2/fI7GjMUFb4tccXLCcJvjc2k58opvX6wnF6WuPbYol+hRl0df/zxrFu3jp07d8a3FRcXs2rVKk4++eSDUqdfQt8824+aolCUY8Wg//Vvw6FomDx7GrrY6u8Z1iTSiorwG2SqU82oBj1XjTuDhs++ZOlLz+GuqeHM3uM5pmAIFp0RY1jh/GUN9P9gJf8aNBODpKMqy06oMIdyVwOfjs3kvQlZVB5gWlOePY0cqzZfPseWwuJz7uXsPhPo5shAAlwhP7cse5X5vZK46/qTuOeMQYzb1chl83Yz7osNrP74XVa3aUPFg1u20PLyy7g++li770HHv/vydZ220U52OEiedQ6oKr5NmwnX1hDpOZDgxFPwHXsOvS67h+F7R5H+4m5QFAJbt6IazYRGH4t53tsk/PdqpFAQKaRg3utG3xyk7sxLcX75JSlnnkvS55XIkVRAwjN1MM5peaQm90NSJKy1Kukv7aZIHUdg6SpSLn2X9Ce2oNMZ+DGTK3oUnMSYYTei12vTUyRJh8ujTQfQ60zxRHU2W3sSQpmiwhnx/VU1wuYdLxDdf1UaQRAE4ZB2WA+hr1ursOxmFYOD+Lz3SAAaPxoBjAAguT+U7F4AiaC4k4g2ZlD6mVbWUQB+n4Iqh1GUKC17wij12o0umPwtOqsPfdEW5LR69H204XlKSzqGkUuhuRstC04kGhwAgA/48AQFNQqpg+CoeyRW/lPFtRf2fAxDrjSw4jbtvCpaxldHShOMvgx8TbD2hZ/4Kewzi9Fgg0X3QlsZLHuo61Jxz0zQyjpytcR2B2ogACRUJq69sGODew8Mv5hk51aCgwqJmJOxuCIo6TPJ82yl1NeG6vYyc/J4pEQb1c2B9gulIN1MVZOf/vl2NpV5OmWMlyUt8E606XBY9FhNuvjweBVtDn1UhWBYZdWuViYPTI33suemmshONiHLEpWNfpy+KI2uMM3uEBmJIqOu8Nt0xeSeOP1hnllccsD3jXqZh84ewvheB6en+9JLL+Xjjz/mkksu4ZJLLkGSJF566SWysrK4+OKLD0qdfglpCUZG905k7W7nAVfTAOiZZaVv3q8/539Z9XYum/ckCUYr0dg9IBAJ8am+DY7RWp8HpxawYs4H6AGvSUerWead4mVavROzcEZakBQFRVXZ3lBGWNX+btf6tAbekEEmbJDRRxSSPGESfRFqU81ELSaKW2sIxO5NNd4Whr12NVFVYURGL5465nKuWfQCu9tqeH3nIm6edgF/XvAM6U4/Qb2MIikY7XYGTD+FpF6DaHvzrZ/2IUhSPNCXLBaaHn+CcFUVzc89B+EwekMzxg1LkJzNlN/8BqgqhqwsInV1hAYfhX/q6ShZ3UCJYl6kDcuXVMh+pGN0ia9mKcazz8ZU7iWkLCZqqiWiryTh/BnYAjYaZRVnXpipD7yLMTsb11dfg6oiO4PkZh1Fbf0a+vQ8i23Fr3bKGC9LJhQ1SIK9Ow57DmZzKi63FrSrahRZNqEoQYIhJ+s2Pc5Ro27DbNR62bMyRpKRNgxJ1lNbtwqnp5zm1p20OneTljLgp32WgiAIwq/usO6BL/lERVUgFJsSZ0qB3NiSq0hgTAJnMbhLLagqmKPdmPaCicJYR4+7AhRTA6Gl0zEtup2S923oRy1AzixHF46tIauq6Pts0370W5CTm9D3/RbduE+IBmNPZnIE80X3Yb7sNrC5kGVI6CYz/l+gd4C3Btbd15G0J8G6hdMnZtMj+QlI7Qlj/wwpPbVh9INnEW95l/ZrhdcfYKhlYn7Hz2oUJlwL1lQYci4UHg29p2vJ7LodRTxgL5rW5TCKzsLSce8yb8JcAsbUjjcy+msNA9++hCncylHr/0gguZDybrNY3u9+1upGoktIwF0wjq9Ljazd3YZOlhhW6GBC/2TqWkMEI7Bhr6fLg2z7a6c3yvoSF/M3NaOT97nifS69zRtlY6mLbZXaCITq5iDfbG4h0aqnKMdO31wrPTItpIo58MJv3M0n9GXOXyYwa1Q+aXYjZoNMXrKFq6b0YtH1kzl5cM5Bq1tSUhJvvvkmQ4cO5cknn+S5555j2LBhvPLKK6SkpBy0ev0SclLMTBuWRt9cGzaTDp0MRr1EQbqZyQNTGNzd8cMH+QW8tWMJUVWhLaitDpJmcXBMwRBA+5ObYrKzo6WSEn8zKmDIyeTjM27n7CLt5lrirKNJCvH2+Ax2nDqGN8pWkd6mTW0y6TqGZ+uQmP5tE6etamDq5hYmbmkhqETiwbusqMxYVc/pi6uxBKPoZImeydk8NfUyEoxWnHW13DX/JQDGFTdhiigMqGnj2JVb6G9JIPWiizB264Z58CAcM2Z0DJ3X79cvYe5639RnZ3e8UBRS//RHdMnJJM6ciXXsWOwTJ5Cf4CO1aVc80LcffTQAgYmnoGR1Q26swbzoA+pvGErV7UOJOjqu3VhUhGS10vbuu+i8EbIe20LYWIwq+wnoPJSGV2Fy6ZBNJpbvfYQNW5/FPyKTpHcfo9urr9BUv5FQ2MWWnS91Ct4BFFX7rF2eMjZtf56lq29DJ5tpf5zbd+SHy1PG1p2vs6v0PQDqGtaybO3tJNoLKOx2Ar26n0K33KkkJx2cETmCIPxvnn32WY466qiDXQ2BH/dd3H777Zx99tm/yPkP6x74nqdJNG5U46PKHfkw6kYd/S4Isb74AdwNXkIv34QUsSJJkFCoYkqEinmABNaebXDWf5D0EZyfJWE89ktMiQ2oUQl02k1bzqiLj8gLzT+LyPZR6EctRLY7MUz8DINzAMrQD5DzSpAkkJMaKZiWQHXdKrYu2ECUM4EUpFAToGXn9UV6obNaIBCEr26F4b/X5qoDNO0GVLBlwozH4a1zOi540Nmw4TU69Zw7K7V/T3oY1jyrrffefQK0VUDOMFj+CPQ5HrIGQfV6yBwApzwCWz+EYKzlQzYQlk00OwZidNVQnnQ8RQ1vIaGAyQ4JWfE15KuypgNgNkg0eRSQDdTmxxoEglF8wShVzdoDRsoB5oHaTDLe4IEz0Stq50uL7lesrLFzpnsVWLmzDUXVerOGFP66c3oF4VA1MDeR+84YfLCrcUD5+fk89dRTB7savwqLUUe/fDv98g+d7Pq/63c0q+uK8cRynxQmZPHviRdyxcDpfHHvP6lq3M1nYzOIGvVIQO/EbJLNdj4tWa3NldclkrV5L3szrSy2VHDqmibGtPhZ2j+ZnQUd1xlBRYkFkwrQvM/9IN2cgNvVSrozhKyCwx9hRs8x7Fi2iDc+exVHqsLx3zYR1ut48+gsZk/txQlbG5iy143iclH9wAOknXEGoXItMVuwdK/We52eTvbdd1N9+eXxwDvx5JNwfvBhp6H17WvCZ955B62vv0HzCy9iHT2KSHU1/O1fVO110WNINsn9VhPYvBlTnz5k//NOXF98gWXua4SGTsS85BPwNeA/eSToJMIZZnRuLdjW2awo6elEYvUzVnpImF8DAwtoZbdW59jtKhJoxB9opLZBy+g/qecA0mfvJnSsiXC2NjTeas7AF9h3ebgOWoDfEeRHo8FO71fWLtrnlYSqqqzd9DCKGqF7/nEM6HP+d/ymCIJwKFm8eDGPP/44iYm/3vKvwoH9mO/i3Xff5Z133mHIkCG/SB0O6wA+a4TMSe+oLLpWi/SOult7WghHfXgje5FTVeTEJvr2ORVb/0LSUvojR7SkdkEnhPMWYtRHUKM6otU9kEKxeWS6zl3FkgShRacQ2ThRe232Ilm9GCd/BspnyFKszMLTUap7ojNI7NrzPtG8FvSDcwkvP5FgSAveM0bCwIttkL0YXj8TmnfDrrkdJ2tvjfDWx4L3WF3sWVC2jC7D3pO7ARIkd4fG2LzS9iz23li25/n/hBEXafMLmkvgo8sh6IpdnA6UMCaljbEb/kKJeSpNpgGkm4tICeyEuh1gssZPZw41AZCdYsYTiBAIKSiKgopMeoKecBTavBFUVcWkl8lJMVHW4MNmknH6lO8M3n8MWQKzQcYXUijKsbC3PkA4qn0eCdbD+ldZEAThVzE+tx+Lzr6HC798GFWFJ4+5HICQz4unopIkVcXujzD13IsZ7tbTbdBQFJ2eRJON1qCHpB0V9Kv0ktUa5P0J2SgG7W9vWK/dfw0RhXBsXv/Xw9NxBCK0WfWduoYbAy4w6pg7Mh1LWKUhyYRJZ2Dxm8+T3NxEvmpHBSKyiipB6ugxjLt8BoVBA0tuvYFNQTeycy/TiU0i8/kAUBobOwXvuox0vGvWdpkXb8jLA0nCmJ9PaI+29Gpg82btOk6qAH0Sta+/S47ZgxoMEiovo3z227RdcAvmbz7A9vFzENWmDWQ9u5uoWcJc4o4f31+8G521474pAakflpOUMInK/iaCwTaiSgRVVUhN6kc46sPlLkNVoxgNDlL7jyf6wVzcVx1FG3X4As0/8duWkWUdJmMi/kATPQtOpLzmGyIR7fNy2HJ/4nEF4QjlrIbdX0PIC7Z06HsimA7OaKl2qqryxhtvcN999xEOh394hyNAWAlR5tuDP+pFLxvIt/TAoT/4nXQ/5ruIRCI88cQTPPPMM79oXQ77qMdVBtljJIrOkjDatQeENf9w4JeuQTIFUGoL0aVWQ0MhOz+y0+20VpJvfAq9P4+Gt8Zj8peQmzOGLY25BJZPwdyjjFCbFSmxGcOQVQDoQmmEV54EFg9E9CS0zMCT8BqqqiVzV71WwjtGgRQBOULjJj2KPJOIYTORLeNiTxjaWvLeGm3VOJK7E8g6BWPj48gN2zouSDZo3RWqgjZfPRu8TTDqD7Dwbq2MORmUkPYHxt0Af14NyQUw/CLY8g7kj4PGHVAfyzwbaIPVz2vZ6Vv3wqbYvEFLivaHqU3rJchqXYnH4SCgT8URqtRGAWQNhJIFgARDz6f3xpco8G7AeOUipO/I0qSqKnvrfVQ2+clIMrKn1keb78CBu9kgEwgf+L3RvRys2aM9FGUmaRnt27PUh8Iq4/sl0+wK0T3TjEGn+97fE0EQBEGzu62WSbkDuGjgsSTEGmivWfMG3hFpGCMKTYkmkgIKbSlWPt21gHNyh/PHzUGiael8kAeErUycdAzvNy9hR7oeb2IGpdlG+lR6mLStla0FdrYMzsIvhWiLLZM3PKMn3zZ0zs1Qk9oxvH1NXTHu/pmEdnvZ0t3B5sJEIjqI6mQqXU0YZT3GvDyCE8bBgq9pqCyLz7JSzEbkoLakHKqKPiODSEsLKeedR+MjjwIgJSZCOIzq8xFuaqLnnM8w5uaSePZZuD79DPOIEYR370a5+2r+j72zjrOjuvv/e2au+7pbdpPNxt0TkhCCBncKhRZKjVKn3lIDnvZpC7RQqECR4u4kEHfd6Cbr7nvd78z8/piblSTY7wGC3Pfrta/snTkzc+bOZM/5nK9ZR09Cf2gH/QY96oVfJLFjE742H/LkBcjLL0Ln79Ks9YClLogaGfIOkzIzMY0dS3DDBhAEnBdegPeZZ9EVFJB7y4/Je5dxs7ltDe3dW7B/+SzaZhxGVdtP2NZocBGNeU6wR2Tq+G+w+8DdAGSljyca9xEIaOeJxX3MmvJd+t2HKS5Ygv5EYXkpUnwe8bTA6z/WDGrqsGoPBhtMuRKW3aqVZj4JXHbZZVRXV7NkyRJ6enro7u4+Kf34OEgoCbZ51lHj30dcHcrjJSBQbC5nXvoSHHrXSevfez0Lr9fL5ZdfTkNDAxdffDHr16//yPryqRfwO/6o4GuC8ICKzihQegb4WuPoTzmE2puPmNvO4dit0Kkn5l5A+751ICUQhCZ0l25Cb8mhcsoptE32EV3xAAigPHc9opBcsQ9kYGu/DvPSXvzTfgMRC1Pn/p7OLh1NDeuJWxuQa6egn74OQVBRegppfGUqMBeEuccZzIMdsOkXCtO+LbL+7z8ls+xrLDn7F0OiWk5OBPRWzRqfiEJWJWy5h8GEdclM8AAkQnDvPBh/Hhx5UysJ1/A2x2WwTQQ18X6UotlaeTklMeJcFe7ntWsbTfhv2Iq89xlc9W9B+VI483bIKMNYdspxpXq2dB5mTes+vjLpdIgbqW7S4islceRXcLTc3FH3+EmldqJxhSMdQWIJZYTb/Pa6IYtGt2fkSldOmhF/KMH+lgDeUIIZFSmXohQpUqR4P/xi4yPUejrpC/sw6QxcWDGXhv52pvVHcNv0ZAYS1Pz5bhIiHCqw8mTbg0iKitAgslSUcOXmsXzF5cx4rpEpr29CAJpNGdjD2sQ3PQrTc0cTlxNs6tQ8w25f8EVebtzOo4fW0B/xH9enp45sBCsIUzLRlruHxo7WQB83vX0fv5x7BT+SDrFgyQTyy8qJb/4LFBUQOONUTLv3Ydl7EDUcRonFMJaX0//gfwYT1qle79DFwmEazjsfx+nLCaxdixqJEN64EQQBUVWRWmoJXvR1xICH6OwVMPMcLM/+HUtVJfrdq7Qa9EmOinfBYkEwGMh55gHcLz8HGzZgmT+f3J/8BENxCdY5s49f9G5cB0fegAXfwZPwcrD2YQAk0YSqKlpcmSigUwyoOhFZ0a41fsxVRGNe6lteIx4LIStHs+wr7D5wNDxFoHdg37CLCWRnTiYQ7OBw/VMEgu1MHnf9B3pvUqT4TOJugn+dDoGu4/fFArDtfujcC9c8D/p3L0n5UdDV1cVtt93GhRdeyNVXX/2xX//jQlYTvNr9NJ3R1uP2qag0h+vo6ezgvLwrcepPTvnL93oWfr8fRVG49957Wbp0KUuXLv3I+vKpF/ClZwg0r1Tx1IHniEo8BI7Fe5DnvY6qCoT/+hvUmAEMMfSzV2upYqNOMvNL6e2vJhr1oCgJ0q97gq6kl9q4K/XItefS167HlzhI1/YEhOKYZsZBH2Xl9TIFs+fhXTVPs8ArQMKAmNmF2l2BcxR4GwAVJn8T6p6DYDtajhlVK3UXC6igCHg7nHQdziW3bDE0rhm6sZL5UPcmhAe0n3cj5ofdjwx9FvVwTOIbdCZtMQAVMkZD9gTY+a8TnEyCmV8mWriA1UdiyIYVnHrVJBzF47R4+IXfO2EXbt38GI3ebmx6E1+ZeBaSqIn04YK8KNPIpFIHmw65cQcTSCJkOQ3sb/ZTmm3mcHsQUdSMKKDVdQ/HFMwGEZNBxB3QFhvmVbrISTNyuF0LN4i+gwU/RYoUKVIcz/kVc3mpYRuHBto40N9CMB5hQdjKmMY2VOCJhbnEBBW9DBNaAghAwmxgdNUUGndtI+hxIyfiXNqmS0Z0w41Tz6Q1x0rt7u28rXQTa9s/4prnvvAbLsmciK2pm7GeOHtKrATNOgQEjKJEiSOHw552VOCnsy7m4UNrafH3IiYXo3OsLnyxEHERtlojlEZ6mX/eMpx9flS7jXh5KRajleC6dSgeD1GP512/AzUQ0GLjj6LTQSLp4TXzVOJTFyKFvJCIg06PuPQs0g6swbv+7eNPJoqkXXEF+unj2XzojyhlcWY88GcyJy1EtFrJvPErJ+7Ey9/VwuiMdmzzb0KSTMhyZFCoIwiMqSun5Oqb2XbgL3h9DUiiiYy0sRyqe4KivEXUN7+MKOoHk92ZTC4ikX5MxnRMRhcenzYZmTH522RnTKS+6RUAolHvifuUIsXnjWdvPLF4H07rFlj9O1j+24+nT8NYtWoVBsNnP0HzTs/mE4r34YSVEG/1vsyF+SdnIeO9nkVubi6vvfYaovjR54j/VGehj/lVJANM/pqAzgiOUgh1g29zJcbgBHKNyxl7kYvI81+CmBFBFTWxbfTS21+N3FzJOOfP8fjq6erX3OUNejtRZzWVVyokrK1IJbUYL7oP0eUlfP8vCd/3S2S/iZZVWh/UpHaMvXYV0ce+R+5EO4EOENK7weYjfw7M/KGIvYSkazwM1EDxUpGipRAP69i3cYXmiz/+Qm11L60M5nwVdMmVPmcR2HM5Dml4uTQBXCVgdILZBVUrRrbVmeBrG2HuN+H03w7Vnx98BZLHn/472HQX0jPXYogOoJdAVzxdE+/vwhVjFzElaxSnlUzBoBMpzx0Z/2fSC0wrd5KQVQqSbpOiAG/u7qO5N0JNWxBFJVmVGDLsek6fmsmSieksn5rJzAonVpOWydls1Nzlx+RbmF/lYubolPU9RYoUKd4P3mgQk07PD2deiElnoMKVR3tggK16P5QVkr/4FK6btYI1kzJI6ERUQUABdOEYjbu20ZluYsr3vkNb7WFqN64DQMhKZ5MtwrWTTmO/UyHLG+PM7b0Ue4c8vPT+MPqHXuC0Pf2Ma/IxuVGzwutEiYWF42nx9+IIxrFEFU4pnMjvF1xNuTMXBRUFlX29zZw9aiZnl80glIhycKCVp+aVYc4rRNxZjetALenXXIOQzDqvy89Hl519/BcwfPIlCOgKChDtdkSnE9vy07QmO1ej378Fy+qnmXxaJXnl6ZRMLyWyT4uTZ9jkTFdQQNYttzDwr3/R+Z3vI/lj6CQT9qkzEa3Wd38YM6+Hwlkw9hz0eislBcOtNSJGo4tR1/+IBBHysmckL61j9eZbaOvcQF3TCyiKjCCIgEiaczRL5t7B/Jm/ZPHc25k8/itYzNlIogGzUavyMKrkTGZN+T5TJ3ztPd6UFCk+B3RWa+L8/bD7Ec3L9WPm8yDeZVXmkH/v+2rbG+uiO9rxEffoxLzXs9DpdB+LeIdPuQV+3z9VGl5UMWdCuA8yT6tHKN+LaeZeJH06uTlT2B/9MebL/JrQTpYoU2MGEGUSRybiz4nSGH188JyxuJ/2rk3kZE1j3MRz2V1/CNEcQn/ufQi7F5HYtQjRCEoUQMWw6E2U7kISR8ajJqBjPRjKGzFefhuE7bz1zTvInqJDiUPODOjeoRnH9/xNoeoLIvEBH6W5O2DeN+HxqyAR1lzdn/iC9nvJfDj/XvjPiuO/gBHZZtXBWHaiwKGXQNRB5TmgxmHMGVoG+tN/B3+eCN6W5HHK4PHK5KvxDARwCAZ0cojTVi9CHXUqui11cMXjkFlBx0CE6kY/WU49sYTKhBI7DrOOa8YtZa5rNr3dMaJ2GZtZN7xnROIqWw576PHGMOhEJpbYiMsKNW2hwTYFGUYmltiRRAGdKCAIAi6rnm5PlE01HlwWiSXTstDrjpbLEVI131OkSJHiA/DnnS/w+OH15FhcdIc8nKbLp6C+m8JDPejziqicNY/1f7uL5cHgoCs7QFwEUYXmLCNN/R28tHcb8TQDaWGFt0pFOuu3sqxkCj+edQkvr/sdhf0RIg0epDwL/XY9OoMBNVl+XbWYiNhMCAjElQQrW6opDQqcur6LmFHHZbY7mF1QRUxJsCC/ig0dh4gpCW7b+hQ3Tj6DrqAbQRD40rhlrHzilyRiUeYfaSX6nZvRRyKYZ84k/7bbaLn22uO/gNhQXCWqOhjLDhB4cyVIEo4Zk3F27MK+fDFWh4myCbnULb2KeEdy0qgMeX05Lr6EQMKAajAhRiPk/3gL1vnz6Lj9agrv+RvGsjK6endx4PDDZKSNI54IUlVxKTZrPsz5Kg35pfR3vcmk9BJt2yAK0ZiHnfvupm/gAAa9laqKK0jIYWobn092XyEvexZVoy9DFPXoJBOCIOK0l9Dbv4/t1X/BYS9h/sxfoE8aBARBJDN93P/5PUqR4jPB/mffu81Rwm6ofxvGnv3R9edzSnu4hYgSet/t64M15BhPXkncTwKfagGfNQmaXtMM0VlTID7378RVDxIQoo1dG0NIxdoqv1HMIRGLohg8CKqBxJZlqL35NOh/A4EhK4Eo6snLmkFm+nh0WUY88hIaO15FNEUwzH0T3fhthO+8A/2C15BG7UcqqUNVQayeR+yl67CXKtiufwxfSEVRtPCZzi1aaHveXE2891ZD/0GVyV8XWPhnJ3CjtqpnzwF/tybc48kX2ZwGoT7wHbPaJIiahf6oq7wc4ziUBBx6XqsFP+0abebUsAayqoYJ+CGa9+6hwzaPzPzrqBx4EslZDE1rIREi0rCVroYeBsyFROJGOnuDqNEgLRYdE4rtKKrK/hYt7v3FPc2MzhqKTznqTq8OKxNXlmNBUVWauiODSezSbHrMhuOT0SWSBeNllUHxniJFihQpPjgzckfzbO1mjJKeWbljGP3sduI+HxlAvLaRx+7/X/KC2nhizMwgEg4hBsOg13OgzIHbKtBxz7/JUhTWjU/jcJGNnDBcWjSTeflVWPRGWs69gC2vPkdMEli2p5+ASeKxU/IQ1KTPVyjCtIMRbB4L6yZlUOHKI0+ngNCCLKj4YiHWtu4jLMdYUjSRmJJgW1cte3ub+NGsi3n07O8DEI9FqU5LI+weQJJV9GEtrErncpIYGCB+bLInUdQs9PE4qiCMFPNHkWWCb76J7ZRTcF18MaqqEtq8Gf3o0UMCfhhtDV6iCxZi+tItiP3d6EZXEr7r5xAI4Nt7kGDIgk9uIBrz0t2zDzVhpM26kbEVl6AoMjV1TwKwa+PPyCiYO3heSTIiy1EtFh4VFSguWIyqJmhpXzOYxM7pKMNkPD4eVJZjgIqixAbFe4oUKY7hvUJUjyX0AduneF9ElQ/m2RCRP35PiE8an2oBnz9PQImrBNph0ldFvNkzaOvcSCL5YJWePKSEnXTbVKatmI1glNmy63b8tKBb8Dw0VoKklZGLvn4Fpqp6lFGb6enfxyTRQDjqJlt3OjVrBQzzX0PQKZDQIRbXYVjy/GA/BAGkIi0S0N8WRw1rMRyVRVeRfreeI0+qtK2Gume09no7DByE6ntVpnxdgJ5D4CiAb+6ANXfApjuHfPMnXgpPXjMypl0yQuWZ0HdEK3PRuHZon6tE65C7icEA/WAPyHF46otQ88rxX6S9APztGONaEgBjoElbaQy74fTbQBBpDWfTU7cbR34fEyafinvTy8S9faTlnwbYEQWBDLuefn8cnWxlT1cbLiGbDJuecDRBfqaZqkIbkZhCOCbzxu4+XFYdlQVWDrYGKM8zMzrvxO6GBekmlkyUsCRd53fWeXEH48ypdGEzfapf4RQpUqT4WFlaNImYkqDF38stMy9C7Layf80qYmFt0XjApgOLmfwp07j20hsxIvHErT+ip7GeSTX9ZKQbERUFWYABu56xAZGFG5ox7fJiPvU6Av39zK6awQubX2VqrRZnrQiQ644yvEKrAOQMaLHedZ5OmgSJXafkcdPs83msaDwP7l/Fq007eejgagCcBgu7exv4n+3PcMusi6l1d5BnTeO6P/2dzU8/xnqeYWxrD2X9fhznrKD95ptheJkfgwHbkiXEGhrQZWQQ2jLkNqsrLABBINHaxtFELIn+ftR4nLZvf4fAW28d9z1KubnIXV2I/doigdLRTmT+mQCU//nv6BsP0l8wid66fhxZ0xhbYaP/cB7xkB6HpJVDEkWJdOcYBrxHcKt+jM1rEHQS6c7RhCJu8gqnM7rsPKJRD5Gom9WbfoDTUUJF2QoO1z9DaeFyRhWffsLnnJs9nQUzf4XJpLnOVx/8F15/I9Mnfgur5QShBSlSfB4xfsDSZKaTX8rss4he/GBhAgYx5X37qVY/OrPAlJsEPHUq2dNUzP4lNLVpwelWcwGxqYeJqQP0hRp5e8PzKEIEdEMuGnll5fREmxBrlnPqD6dQ132Y7j6IJwLUNb1CbeOzgIDxFG3WoXidxN68EqWrGMXvRLR7UdxpiGluVFXEdNYzlGZcQLz7u0Ribvb8dhqFi1S8TSP7HU8m4G1ZGWPK4jc0gZ41FiZcDPue1KzptmwI9Gju9LmTwNs2dAI5CvWrIBo4/ks56kYPmng/5y9QdS4cef0E4l3QEt7528GeS/7EmWSXVKF77Cfa7kmXwcwvg85IZlszgYF+ckZXkp1vZa9RRxxwBxJYg3FcVj2Lxqfz+LbDGBUXaQYH507NZlV1P8GYSmN3mAnFdqwmCU8wTjSu0O+PE4wkiMsquveIGXElSxGpqkpbfwRFhV5vjNqOEOk2PSXZKQtDihQpUrwXFr2Rn86+lJqBVmbnV9J3ipldr70IQFpRMZOCfmIeN4G31vKPtVsRIjEUechLbdLkWXSu20B7VQGPXvZjdj/xGHU0E/H72PL8U2x6/CEQBBYma68HDAJbxmfQ79Cjk+PkeMN0Ok0okgG9AovqQoy74AJ6I366g27uqH6F5Z526jwjk0p5YyEkWWHtnvVMyR7Fzav/wULFyW2xEur2bUONJVAzM6HLTby1BeO4KhKdnUMniMUIbdiAEgwSq60dce5E27BybYpC7q23Yl9+Gv41a44X74IAOh1yVxdSdhb5VbmYM720v/hPxGgI++VXkjVrLOLC6QjdAYL+GDlFGWQVnUGwqZF4KIzHX4/Nr+CwFzNn+o/Y+fbNdOMnYXZyxvzbWLf154Qj3bS0vc3Y8ouxmLPw+puJxX24PbWEQr0kEiF0unef9DrsxYA2bnb2bENR4gy4a2hoeR2Xo4yi/IXv651JkeIzy9hzYPNf319bgw1GLflo+/M5pcBUjEEwElOj790YKLOM/oh79MnnUy3gAQx2zY0+5lWZcH028R2LEWxegmN3gwSoIFoCKIKKKiqYehZiKGskTT6Vlr31CGOiJGyNbFizByGrFZ3OQmbaBGobnksG/6lkpI1HiYr0PXANuqAL09JXkf1OlJgeuaMcMW0rUmY3ZL5Oz8YpDLw99GK1reO4UnJHsavboXmz9sHblqzznow4XPRDrUb7+AuHSswdxZwOrmLo3DO07djM85IBKpbBwRe0xYHCWVA8F9p3DYudV4cCHLPHw/LfaC/Etw9o9S4t6USDAXRIpBWWkFZYMnj68Weey+HGXg73SzTtbCDWv4PZcxcxOa+AmvYgJsGCIAjoddoFbKYh1/j8dCMzK5zYzBLNvWFifRHSbENled4NQRCYNzYNb0ibUDb1hGnpDacEfIoUKVK8T1xGK8/UbsYdCfKdaedysNiGJSpDqxZaJQKmmIIaDaECaXn5SHoDJROnUL1mJQZZpexgB//56XewhGIYrTZKJ0/VxDuAqlI8aSpRJcHrRTHCRol5dR7cVgOlPW5kyYEAWGMKlXX9HDlYzdvykGB/s3n3CYfNM3b2kT8QxZepJTs6+4Vt9B55gSqLkV6rmZnfvBnj1WYcZ56J57nnRxwrulzoCwuI7j8wtHFY5nkA9Hpsixbie+MNjBXlWKZMwTx9OpF9+1CPutur6mAZVdPoMeT84Afa72+/jWgxo3O5iIbj6AyQlmMjLWcoAey4eSXU1r9BQ/tTdPYVkBuaRNnM+dhLl9Dd9CJBUYtR1+s0bzSrJW/w2Nys6UwZfyNWSy5tnRuIdwdxOUa9r+ctCAIzJn0bf7ANFYXWjjW0d21MCfgUKUrmQs5E6N733m0nXZqywH9E6EUDY2wT2O/f+Z5tXfoMCswl79nus86nPqA4kTSoR9UeDg7cQdECK5PmnIOYdMcQBJAMegRJQlh3DVHnLvzBNlr7XyW8dSZK0IbizkAVtMHZYs5m6oQbQdbWNizeBeT2fYfe9VlI1/0AdcG/YcZzSPktyK1jiD1/PcE//YH49iXILeWEKx7BOP7IUAdPMAvJnAxlFW8wb9w1MFCvubAPuvGomou83qoJ8F3/gd6a5L6k2g4PaOJdZxo66bFl4+QY9NVCw2rY8W/Nom9yDrnmS6ahdgATLx461lUIG+/E/adT2PH4f9j70tOoqoq/t4eB1iZi4RCSTk9ObiZ6CcxdB8kZ8LB3zeuUZJkoyjQxodgOgNOiCXO9TuDl7T209UUQBIHCTBMuq57JpQ7OnpFNpmOkJUFWVDYdcrPhoJvE8Fp0aKXnKvIs5KUZyU83UlX07hnyU6RIkSLFEIFkJuVofz87/nInyyvncOHVX0dn1NwSBcBosiDq9EgZ6fT199DX0sTula+SSCa3Q1EQY9q448zJ5exv/RBZSk4pJozBdPkK1gZaOOO1w4zf2sTo/R3YIypvTikmIWpDoypAW7qRtfFOnIahEKoTifdZOaPJsmgVRzr7uygwp3FgfBEhnYg9HKXCG8JgMGFduJCBp58mVl+vHZgU24rHQ3T/AQTjMNfL4eIdIB4n1thIaNMm3I8/gZSZiWS3oya9CTh6bFLMO845Z/BQQ34eA//6F/su/xI73zzCvnWN2rjpDjHQ5ScWTSDpRLJzKtDrrEjh6Xjl8TRsO0Jh3kIKcucytuISAOw2LTmTTmfmzXXfoKN7G4IgkJ8zG6e9hPFjrmLZwjtJd40Z2f9EFB65SEt6e4yHXmZ6FWVFp5GTNZWcrOmMKTv/BN9yihSfQy74u1bB6d3IqoJTf/nx9Odzysy0+WTos961jV4wsDQzlUQQPgMW+PLzRGxFCgPCARrddUA9XZFXYTB/roqcTI6QyDiCpKgIgMtaSXzmakRrAHH6OuIP/wLjaSuZOGMZ7esg8uI1mMYdZtqFF7Nl7V+Rpmirc2JRPWrUDMYwcl8OputuI9FYidJRgpjTgpjThlK6Cw6M0ZZHFAXd7LdQvekobeUUzJdw5ts5+PBy/MHXWGKYrd1I6UKtDqWqaBbyF7+hifryU4fd7bBpjd4ylOhuEJGhrPJARoWWEM/XBmGPlj1TicPkK2GgYah0xujTYdLlQ1dRVfob6+k2TAIg4vPRsnMrbdXayljUamLp5V/GLAdwdK/Da3BiEPU4gjH6Du5i+tSZtPRF8AbjTC6zYzFKHOkIkpBV+v0xCjOHLTwADV0honGFsYVWhORkKxyT6fZqk6RARMZlHbnWdLg9SL8/xtRRjhMmvkuRIkWKFCfmirGnUOrIwbtlBwcOP45wpIa2VW8lM41qJJIx8fXmOIVeGQnIGFdF/eH9OMIyABvmFDG7R+EL132TN5t3s3ack9EBke9+5bs8+L+/ZHSLFgOf7Y0S0wkYEiq9DgO2sIwlksAWU3GGEmR4Y/jUIOfs6EESRF6Zlk5iWMLS04qnUJVRyH3j6pjvKqB81QbG5Fo4fMZc5q47gKU/iBqL0fnTnyLa7Vjnzx+62WH3JJjNqOFjkh8Jwog2+pJSlHCEaP8Ass9HcONGiMdxnH8+8ZYWwrt2AWBbvBjneecOu4xKX4ef8JQlgEAkGKflUC/ttX0AGOUg0y+ciUkqpiBxFT3KThSK8CnZ9DXLTKr6Mu1dm/H5Wxg/5mrMpiwaml8lIYdxe2vJz5k1otvuxx4j0ddP5te/hiAlx0BfO9Qla9wONEDepBHH1DW9gtt7hIljrz1h4rsUKT6X5E6AL70GL90MbdtH7hMkLev8iju1Es0pPjIMopEVuZezvn8ljaEjKBxjvDPksihjOZnGnJPUw08Wn3oBD7D7LhV/11zyf3IIb6KaoyI2UTsOqagBwRQGBLKNS4lsuYDxXw2SVVBCddZ/aO8FBDjvwRLgeuKxCHtb38R4/hMgwsatR1CzerSlAE8WiW2LMZ6pZY01TF+HmNaPmNuCoEsQ374YtasCZc8yrWMKSOUHMS5/Mqm99QxE9LT97XeQsBEcSLp9W7Lg8kfB1wkvfBPat2tCXpVh+rVw6MXjLezx0Ei3eb0N0kohMqBlrLfnw7yb4MGzNPf8N34Elz4MPQdRA70ctF1ArHgZVbMmYZowMglOT20NddJcJKt2D3qzOZkJV8MQDPP2SytJNwlI3T1YLXGijkLMnkZ0BiPNvRF2N/gw6UXOnJ5FjzdKQlbJsOmPs5ZH4wrVTVpSgAyHfrAsnM2kY3q5A0VVB+Pfh3O4PYisqHS5o5TlWI7bnyJFik829913Hw899BAbN2482V35XPLbLU/Q2t/JtyeMx3PwECSrfQwvHYcgMHXCLBqmhLl45jmMGTuJV+67k5q3V4Ig8NpN9wAQDofY9cAjLNnnRgAe/ul3sPo1oRyw6tlfaGbBYR8AVa1BHBEZOXkRe0Rm0RE/W6ZYyHNr4V22iIzHpgl4CZGVLXtY2bIHROiNBygHCnRWbj71q+hHr6Dzpz8jUl2tlXeTZVyXXoJ/5cqRSexAE+96HcQ1y7tgsaArLkJxe5C7u5Fyc8n40nXUPLma6LyzUPa0k3//P4ntqybe34/3km8ROzvOqCKRjEXzRpy7p8WLZ9GliIp2br1RQh02AY2KFta//iRORwUBvwO9VElMX4sxPgmdXqKtcyP7ah7AaHBy6oI/0zdwgIQcJs05mjFlF4y4VqK/n65bfw2AZcZ0rHOT2evTR8H5f9c8644R7wD1zS8jy1F6+qopLlj8ru9HihSfK3LGw/WrtLrwh1/TSkhZs2DCReAsPNm9G+Thhx8+2V34SDFKJpZlryCY8FMXrCEkB9GLekrM5WQZc09290bwfp7F22+//ZFd/zMh4FUZiJqIK25AQQnaEESFePU8dJtuwHT9b4jFg7S9aUZyujFYNVe90tLFuN1NhELdvPXGr6k0/4TdO59EmrxmcAKj2nsAMCgFxFztWObtRQZQQe7NRT4yHSGtF13ZQeTaycj1E7Bkg5gGrgqY8YtSNuyykEiEUJUEiBKYA1gXbWCi7W+sLT2NTEMW401O2PeUJt4B0kbBda/Aprs1kZ5RAf11I2/ckqEN1OEBiAegZ//QPn8H9B6CzLHQVwPVj0PbLug/giyY8BT+DLCwc2sd2W49oxcuHTzU7ExD1Olw5BXibm0i6vfRpAQxmUzIkQgCAoK3B7+hCGdOLqVjpxC15eJMTESymKjztWHQOQfd4ieW2Gnti1Cea8GgE+n2RJEVlfx0EwadQGm2mUhcOS4OvjjLTCgqE4nJmI6xsk8dZWcgEKcwY6Q1P0WKFJ981q5dy913343T+R5uiyk+MhKqQkwnEPN6URWFsF5AUKHHZaTclI4xFCUSCOB7/S1yDQacCzUvrZnLz6H70CE8Xe3c97UvMuvGr3P/f++iotk7eG5TUrzrs7Ow9fQyO+ACtMUBt01Ha74NezBBUU8IQVUxhKLI6Q6qZ5dQlV7Ecxd/hXNf+C3+WBg5KYKNMZnZvSphi4ny7nrEjHTsBjPu7ds18Q7oi4spfvghBv79b4jH0ZeWEm9qGnHfkisNNR5H8XhQQyHiNYcH98ldXcTq6tDNWUhUFOnxQDAaw/CnP6GYrQR/cQ7YRA67IXt3BxVTh+oQW+wGREnAmePC3R0gGoqjKqDTCyTiWty8EksnEG3Enj6NjOIxxCU9dl0+ZpNIrLMHg95GetpYAKpGX0ZH12ZKi05Dr7fQ278fWYmRmzUNKT0d16WXkujrwzTxGKE+5QrwtGolae0jLVUTK7+I21dPXs7s/693JkWKzzx5k7WfFCcVq87OZOfMk92NTzSfCQF/6j0iETf4dKdyqPYp4hYfCGC++B84bKUEgj4U4uhnrEc/6w027dYxb/Sf2dV4H+FEFxggorSw+TcxdNOztNx3Q3lqAIiJWpZa2VkzWM9cP+YA+a4CYqiU5fyEg1sMePoga1YCY46fcEMaPRvsjJ14CTUHXiH42lnIdRMxzH0DZq2iXs4lJEEcmfGgJZI7Gvs+7jxYdSvsT9ae87RqMeyRoUkSOhMEjqlzexTJANnjNLegfy2H/trBeHedycq4ChvdiVz6mxoIez0jDnXk5DLnmq8gCALt+/fwzO43Ce3fwkK0cjQqoI96ENo8BESRCWeW4hlwc/CVl1AFgR8KNayoms9PR18KaBnkj1rRwzGZTTXa9aaOjvC/e55gcnYZ109cftwtBCIJ3qruRxIFlk/NxDDMpdKgE8lLM6bqwqdIcSK8bbDjAa36xFFLwsRLYPIVJzUJj6qqPProo9x+++3Ej7GOfiZJRKFzF3Tt0Z6DZIDMSiiYDeaT68L85Dk/pD/sJzRqP2sfeQDV50UAivsipJVb6O/uRY7HkfR6ErEY//3Jd7jq93/mhT/9Dl+PtrAdGOjn7dt+g82lLdaOsN4D8Z5eAPTt2r8CUNIXZfTUxcT6+5l944W8/fJTbDcOsDC3kqJ0PbmH2ujfsYsfzLiQP+54Dl9Mc+WfWu+jsjmA0WSksstLLHQIAOOYMQgWC7YFC7CdcToH//F3xKeeRQ/EOzoQHQ4Un2+wT4LRiNzXd+IvRa/HOHo04yZNYd+6JiLBGKpfG3P1JgPFajuBvHEMdPoJB0ZmS7anW5h99lgEQaCjvp/WQ9101g/VjFZR0Kl54MsnIIQZP28sXq+Jg+vbEJCZtv/7LJt2KSy8EQCnvQSnXUvUFIm62V79Z0Bl/vibcK7+I3nLZ8KCW4+/h/56uGcu6E1wc/WI90yvt5GTOSVVFz5FihQpPuV8JgS8wS5gsIO7LUpc9iFKBlyOUQx4avAFmgCBsRWXUq97lXgCVFVm7dP/RTdpKOutICroT32G7PCVlGRPp2bbRmJpezBmRYjEekdcTxA4Gl5Ph2cloNLn2QMLQG77Ft3O1Uj5+0j4JtPz7Nmce8YpFGQt4sU7FdQQqG3jEEOrye3djyERxxVLQMnb0LUPbmmCPY/AM18aeZNyVHPjkYxaXXfQXOWPxsULOrCkwZgzNOE+7Row2kCRYaBRazPvJrBlQfmppBltuBSFgZYm7NnDVuk33Q2BblrSzsLT2UG6OUpBOMwGKTZ0/8O6Zc/KobYzTE2jn3RRQhUkdIKRp49s4OWG7UzKKuW+074x9Kx0ImlWHXFZZUfvIVa27GFt+/4TCvh3or0/wrZkfeHlUzKxmlIx8ClSDLL5HnjzZ0nXpCTuJi22b/Xv4NKHYNTik9K1yy67jOrqapYsWUJPTw/d3e+wAPlZwN0Aex+B+DEx14EuaFoHFadD6Sknp2+A02jFabSyJ7KTiM+L3mAkb3QlrQf20lNfhyCKzPryDVQ/8RhyPI4iKzz8o5tHxIsfZeqUOYxeehovPP8opuZ2siUL/p7jn+3RI+tWvYmqqjTv2oEK9E/PJPDUK/h6QviApp07uOnBJzm/YjbzHvshgXiE3kwrxnovpQ3tvDItn+qJJfxm725625uYtm0LvqefZe0dv6UuN52s/HRmNnZBLIYuLw9Zr0fu7wcg0d09dA+ShOR0Yl28GGNlJWkXX4RktaKqKtGQNublzp6A5c47sS2Yj2i1oioqA91+7GlDoVv9/36ARF8fkbO+gHcgQrrYhhARQOfUYmgBYVjOYHu6mYbW16mtex0H16EICWRRgF0PaZ54BdPhqqcG2+t1Vpz2UhJyBHPrLqh5GWpXwoJvH/9gBWHYJGVotO7s2cHu/VrIw+K5d2Axv3uyqBQpUqRI8cnlMyHgj5KfM4dAqBNB0NHU+sawPSo1dU/idJTh9QXQ62wwafPg3rzsWXT2bMMwazXhRAvVPQ1Qqg3wkaRujW1dguQpR0hvQ5jxOgCJ+rGYK1tIyMlkcgLobHGkDG3VXTe2GsPofuDXSAaBzCXN9B2MMef6MRzoDdNUNIYF1RuwFc6Fx6/S4tqrn4CsSgZXCI4i6rSM9UfRW7VJeOde8LVqk/VgHyz4Djx0njaB/8IzsOe/oCYz7b7+I7jwfm0ynzuBSMCPPTsHg0ULKVB8XRzc3YCkRPHY9qAoKlG9SK6UyeVqBNVoQEkkCNoKEZGpmDKJktGj2FHnRdFb2FY4jrZEA57uIAlFISzH2dFdh6qqg8npJFFg8cQMAPwxK40DHkalZZzwedpMOpZPzUQUhBHW933NWsy8US9g0AsnPDZFis8lOx+EN378zvsjXvjv5Vp4TsH0j61bR+nq6uK2227jwgsv5Oqrr/7Yr/+x4e+APf8ZqvJxHCrUva5Z5IvmfqxdO5axC06hv70VSadn5yvPDW5XFYUnXnqEKcUlRA/WYLLbifiHLNlj5i3kyKb1AIQOHmH92vWkJYWxH+1v9L4iK5FsFw5fhDG1moBuyDZRFZCIhYKANtLZRAPpwxY69CYtNMog6VliyGdPXy0/uvzbRF74Em6TkaaCbFyzZ/PCH39LIhol/OxzlKdnY05oi1bmWIIjuWnEjEbGtTQjHl3nNpuxzJ9H5OAh5I4OUBRkt5usr9xA85e+TO8dd1D4n//Q7ZUwvP0yYtDPwLY3Md9+G7G2NkyVlUTDcexpZgwmbfoU6+mlfsCEEM8kUd+PikhUcpLQ69DJPlSjE0VWiYj7EAQDo6rGUjyqjD0HVqKKAaTEbykPy1hjXm2sjoe08rLD3AAlycD8mT/XbiLipa97N9acyZzQjp4+Cr61W3u3hiXdOlT7uPadGhwY9KnKLSlSpEjxaeYzJeD1egt2awH7Dz90wv2qqjCh8lr2H35wxHaXs4LOnu3aqruu/oTH2mfWoeh2IKk2IrIAoop+1BESsoIS1SOKEulZZcy4Ywrr3thMBM3lXhA74R+nEj33zwSm341xmoKh7BaUPhFFEOh2pqGf9012pZuRQgNM3/M2Us+B4+u6K8eUu0lE4PArw+8OLJlQ+yZ4W7VNz1wPoWGugkocnr4OdGaCN2yj+pVXkPR67Dm5JGIxLK50vKYKAIxmC9FgEHt+CUrEj6e7b7B0jhrpp6NsEZNyNcv95FI7XfEOHj7yDGePms6jM76PLxrCEw1S4sjGHQphNZgx6ke6u7u9UCFOwxB8ZxF+ogzzeelGugaizBrjQi+lXOhTpAA0d+23fv0+2oXh7d/C1c+9d9sPmVWrVmEwGN674aed+pXvIt6Ht3sT8qdrYuskYbLayCouZeU//jpiuyJAWU8YJV1h+Ve/xZt/v2vE/oIx4ziyeQOoKt6eLk7EOMmJrztCtqwjJoCgwqjeKLGk0BdEicLxE3jsWz/nb7/+Hrg1UR8Lh/jvT7/Hki9+hfznN5CrKBSdLfGf0QXYwgnKWvxckj2HV0zrEWSF+MGDvJrThctuZdm+RhKSwJpxpQDk9ZnICEYAUGMxgqveGuyf7Mok9qVb6ItZSHR0AND84NP4ll8Di87D9ZPLEICO73wXwWSi4PW32b+tE1En4kizkEjImO1GEqO1mFmDSSIWkbFnuVCiQTxuByS0e9VF0wnqHiLd+VsAxld+gexInOxNv0I38VL48htatZiwG9JHEQ10gtGG0TAy5KXNc5C95hCG8H6WvdNDdeQftyknayo9fXuYNuEb6FIu9ClSpEjxqeYzp36GBiZNFIqCntIizT3b52+mo3sLoqhPthDJTJ+A21sPqCNcwyXJjF2YOOhpFxVbiSt+ImonR5fzjSYtAZNojIM+woDnEJs33oN341Bt1rgcZbcNPNv3ogQsgMqRxhdYGDRhikY4PGoSOzrfwC3J9NmdrDz8KtF4mia2XSWay/yxSKaR7rFHCfXBuj/A7K9CWpn2WdRrsa8r7oZL/gMmF6SVIgw0gACKquBubcbf3Un34QMgihisNrIrJ2CwWMkdO4FxZ1+KI3doQqCL+TE1v4Yprk229DqRihw7VRkFTMwsZXJWGQsLxzMmrYC7drzKG3v6eG1XD5HYyD57gonkd3Siqr/vzORSB6dPyzou6V2KFJ9rDjwPof7317Z+tRYr+zHzuRDvYTf0HX7vdqAtxHZVf7T9eR8YzNq4OegppTcw9ZzzAfDXHOHQ+jXoks9OECVKJk+js/bQce70BrMFx9gxg75jUlMHaW39xDu7EZIb7cM8rlRFpnVfNQ///mdslobyu8QjETrrDrNrx3qCkgqqytbHH2HS1DmDbdY9+gAhr4d4Ik5DXhY+i4kWp4X62VPYMKkCUyxOcZ+XtJAm3jEaQR45BsUnziOSXUb7kV7Srr4afXExwrZ16JtryE6XyP/tb8j/y18QnU4MRYXEm7RwNFUFd08A/0CYnmYPCGAw6cgpTdP+LUunauFYHBlDQllSMsjquxIkzXVdr7OQX7AIXd5UzRumcAaMXgY544i+9UvWbr6FtRt/QCTqGdFnn79Z63vi2DKy7874MVexZN4fcDpKP9BxKVKkSJHik8dnTsA7bMUYDS4s5mxEUY+ixvH5Wwb3i6IeRdEGcRWF/r4jdPfu0HYKoNNZmDP1R5y28E6C1GgebMfoS1HUU1l+CWmu8qNb0ImaS5pfrcZWGsPafiGq34mi09GZU0J7mkh8xyIAAsEOTBfcjyl7gnZMqIOxhdcRefYr+DtnEYwnFwA8zVrs+7HIkXf+AkJuWPRDuOFtmH4dXPQPwqf9kWDZWYQLF9NxzvMcyLqWntfvYUb0WdKKSkccrjeaEEWR3MoqZl5xLWmFxQiCQOXS0wfd+YyI5Eeg5vUhD4DXGneyu6eBRw+tAWBr5xHOe+G37OtrQhQkVFUloSisrD9Eh0+bqJXmmHGYJSpyzbzZtJtLXrqd9e0H3/neUqRI8c60bfsAjVVo3/mRdeVzja+N4waNd+Oox9RJxDC+klVnjsU9cRQ6vQE5HqO/sQE1+Tdfp9cjJ7QFV1WRad1fzeHNGwaPN1ptXHbrHXz9n/8lWN94bACYdg6DgYVXXUf+GC3LOoKAyaaNm75DNVRYs0i76gYmn/VdHNmjAAh4PRwstJBbOR+TrZQLbv4RuRWVAPS1trDsqi8xtaWHUV396CXNobAx5CWRSCCLIuPb+wbd54keP5Yadq7GsG0lhof/TObXv0bpE4+TftZyKsdYKJgxGv1p52BYsBj7Iy/i//IvaHziNTKfuJ20HOuI8+gNEqIkkFOSzozTx5CWbUMQBMbMKBp2MRPRzBJqtg573geeg9atsO0f2ufG9XDvPNT2nSiCgKLKqHIc777HiLobACjOX4TdWqgZJg6+CPcvGar9niJFihQpPhd8plzoAfoGDhCNeQCB/Jw5dHRvGbGCrZNM6HRGEgkt3k4VY6AKgIQoiFhMWew7/CA2Sz6KmnRhP1qv1lZCINiKosQRBBGrOQerJRebtYDu3qHJcHzM8+iNuQhRL2pch2QQKRs/iwgv4YlCLO5lX81D2G1FmE1Z5OfMIiemYs56kkTVvaRbtmoulTkTYOaX4YVkEjjJkHTLTE6PhrvZiwYtfi6tTLMAZVbAir8Qj0bY/diDqLKMZDAix7RJjMe+EL1wmP6GWhBE7XyqSjwcIg5E/L7B2HgAURTRGYwkokOLByrg7+kiFgoye18nOekzGTVrPgAGUUIAvAk/z/Y+yeKiCVz3Sg1XFlzG2119fGG+E4dZx6mTMwH466rN7Otr5sW6rSwsGAdAIJzAYpQQxVSce4oU78mxYTbvhfw5yAJ/MjiRd9SH2f4jYG/dPua9dYSQRc/oOQuo2bCGAZ8HIWlhl6xW9CbzYNy6krRkC5KEKEk4s3NYed/dpBcVIyerCxz9q51dPpq+pgYSsRiSKOLKzSc9v4CMghJqt28a7EPWzlrGj7sG2WUkvWgCIU8bC089B+FVKCw7C4BNTz9DdmkZrpxcKuctosBopcOVSetAD3E5gajTkVVSxtRlZxL6zve1Puj1Wj14QdBM5zodJBcjxFgY63P3oy8uRvZ6MZaWknfrr4jHZHa8cQRVUZF0InJCAcEKi84jun81vnb/0A2qEI/KxKMykWBsMDYeQBQFJL2IHB+qB6+qAv6BELFIgtrQxeRNH0PJhKSHm2QEBEyxEGP8UdTRi/E/sJQdVTMxd7zGktMfwmbNZ+HsZKjMfy+Djl1a7pwKzaE+GOrGbMpAFD9z07sUKVKkSJHkM/cX3mbVBkJBEPEFWgAVk8FFKKzF6HX1bsegdwDhYTVvVEBGUWV8Ac09LRLxHHduf6AZsymLdFclXT078PjqsVrykMQht1BR1KEoCfLzZhH1JcjeswOVrXSmrySitiEIEqoq4/U14gs0YzA4yc6cBFsfJE99HLKTJ0org6+shv6GoQ7IsUHR7jWU0j3+ZgpDW7C40kBnhLyp8Op34a/T4apnYPQylISMmpxsHRXvzrwCsrLtNO4T0UrsqoOukCa7k5KZc3Dk5I249xh6xiw9g0NvvowqJzA5XER8Hl5c/RzTS8ahyjITdWlMzKukydvD1966B5vejD8epnqgluqBWkrNJciqQiAR4kBfC/ftfZ2rqhYzO28M35l2HkW2TK6qWgxAXWeIfc1+CjNMTC23oRNTmeZTpHhX0svfu81wMio+mn583rFkfrTtPwKmmrKojynYVIXepnpUVSHdnkYIzXutbuM6zA7nccepsowsy/Q0auEYfvfxIRw99bW4cvIoqJrA4S0b6aytIT2/EJ1pKDxM0uuR43GMJg9mZwndR/oxWqxUr3wVT+1BrIYSFFnG17WDrroarK40yqbOwP3Us7jb2zhcmgMqZGbl8IXf/xlPZwc1Rxd+4/FB0R4vrUL6xo+wbHoFs92IoDdgHD+enl//moYzzqToH/djW7gQRVZQFW1MlBOa+HZkWkg3hWiVFg25FyT/NVn1FFfl4MgYykwPEFe8jJmRT83WNlRFaxcJxula8xKG8tkoCvgz5kBZKfTVw2OXgclJkDg1Liv0bmCiKCCoCrp4BDr2wPr/hVlfgbKFcOovIK1U+ww0tq7kUO1j5OfMYcrYL4H0mZvipUiRIkUKPoMCPjN9HNMn3gSCiKLE2V/zH9zeuhFtYvFkJt1jDLuioB+0usvKid3Uw5FeOnu8KEoseS7/iDjAdGclo8vOI82lTY73Hfw7rbllCP07UFEZVXI2Ga5K3N46fIFmYjEv1Qf/Qcb0L2Fq3wH9yb72HYbqx+H5r4/sgKQHVaXFuQxfXxhxzBVUNP9Vc6Gz5UIoWXc2ofXfYDZjy8oh7PUMCnhvZzvZ3mZkuUizvif7b093Ma7/YXR1tVA2VF+2uSfMwV37cLRvx2CxYrRmkDd+Eo+se4aXg93oHeM4ZeFSXPmFAPx+65N4oiEE4JkVP+b2bU/TF/bR4mvh9to/oRehURjPm8276QwOEIxHuXTMfH4w8wIMkhbXriT7tLXzCDdueZRHzvoe4zKGuSOmSJFiJFOuhLd/8/6Sp2VVQfHsj75Pn0cchWDP1zLRvxeCqCWxO8mUTJjCeT/4OaIgkEjEWXn/X+k4MjKcKezznvBYyWBATiY4jYfDJ2zj6e4k4O4nkWwX9vtGhM8XVk1g3iVXDbrXv/KnzaiKwqGN61DlBI60MEVV42k/Eqerroagx81rf/1fvvidn9Ld004g5AEgY/seet9ey67GIOGrv4P68F9whaMIej2qqhJZfjkJxYbxshuJ/e1XBNevR8rKQvZox6tJN3uDUYctzUTYF0VO5mjx9YXIll9DFk8fUSTGZhWxPfAblGmT4XvfG7ynts4NHNq7BWvkLAwmHQaznrxRabjfeoj8zgcwFX4b89TzcGYlPd1evwXCA4CA6cZ1ZLa/jBrsJa+/m+wtr6ITTRC7Fw69CN42iAVg2rVw2q+1BXxASXrhyA1r4PlfwZdeg7zJ7/TYU6RIkSLFp5TPnIAHMJnS2bj9NyTNywBYzLmEwl2Iog6LOZes9HHE4n7S06pobH2TQKAdg9FJJNI38mSyHiRN1NushQRDnclEP9oIHo8HGPDVYrXkEwx10Oc+QJ/7EFUVl1FWfBq28ZdA/1YMBgfRmJdQqJvmtreQh8Wxp7vGYiiaC+f9DR67CsJ92vkD3ce7V8bDcO0r5DfXI4Zd5IwdB5uS7vv5U7QyUePO1xYCmjYglC5g8rkX4+vpYt9Lz2jtVBld/0EqIzuIVF2CfswSYsEghYm9CNWbofcAnDYk4BOyipq0gMfCIQomTiWrfAxF8iLm9DSwvHwGLqOV7V21/HPzQ+RY0xAQuLpqCXdsf0YrJZec7QTkAD+adhEzckcTikfRiRKvNe3kr3te4U+7XuDcUbPpj/j4zfwvsNiRzjkv/YlQIkqbvy8l4FOkeDesmTDtGtj+z/duu+A7H31/Ps+ULoZ9/33vdnnTwOh473YfA/b0DB796fdQlaExJy2vAHdnO5JeT1puPiWTphL2+ygaN4ldr71Ab0sTVkcavr6RNd8FURo8T2ZRCQMd7QiCOOjGHvb76KjZT3phMQNtLTTt3U3Lgb2c8oUvM/2sc5l82pnseeMVLHY7QY8bT1cHe954mVh4KHFb0fhJpM+cxRSXk67bb0UeGCDXHyZuTsOemYUtoxhJpweiqJEIxQ/9h4EOL74sKzklaXTu2weAacIEFJ8P+xmnE7DloPQFcWZambRoFL6BEPvXN2kXlGUGVjYyZtxviI67Bv3oecQiCSx7VtO9czvxw4fIHibgtTA9be4QiybIr8ggq9BF1kQXuObBhBVkW1zQtBE2/kXLHC+IMOurSG/8mFlNmzg6h9EBnP5LKJmnCXdJr8XPr70d3roVJl0GwV7Kz72LzLQqbH8/FeJBcDenBHyKFClSfAb5TAr4lvY1DBfvAOGI5tonCHqK8haSmT6O3oF92G1FBALtgDoo3gVBh5qsna6K8UFD/cJZvyIS9bB9z58JhLQycSZjOqUFpzLgrSUYOmpxUegbOEBZ8WlYCmYzxlGAXm+lqW0ViiqPEO8AaY5ymnb/jeJXbkWXNxnKvgijTjkuwy+ZY2Dm9fD2b8jIn0ZGehk8czFEkh4FVefC1KvgvlOgc482GfhBPVjSsWflkFZcirulCRA5ZDqN8eddQIbTgbejjfwJkxCUKvB3QsGMEZctz7OQZptIt9THQFMd3q528sZPYlJnmMqgHauqifuHDr7N2rb9zM+v4sC1f6Uz6ObUp34GgF6UkASRiBznqSObuLJqMXefeiPuSIAsi5MX67cQiCd4rm4Tsqqyvu0AF4yey8NnfYcWXy+LiyZ+wLcgRYrPIWfcDr7OY0pMHsOSn8Lkyz6+Pn0eyZkI4TO0Wu/vREYljD3v4+vTe7D3rTdGiHcAX18PAJJOz4Qlp1EyaSpNe3aSVVJGb0sTqAyK96Nu8MDQeQSBq//nLgIDAzx726/ob9NC1OwZWUw5YwXtNQcYaGvRlsNlmea9u5h+1rmUTp6G1ZWOyWZn92svIsuJEeIdIG90JSv/8Vf2r1lF3qgKlk2eg3XuXFQ1jPG1F8Ddi8GehTRlDpmnzKH3L3dimjiBvGAPvX98GtmnjZuO5afhuuACar/9Y3od06GriZlnVaI36LCnmXHl2vB0BUAUGVh2PTkLykm3GvH2BckblYFQtAK5qxvz5Ekj+ldadBpOxyi6D0sMdIbw9YXIH5WuCXZf+1DDrfdq5V9HLYWf92tJEP+SHO8kAwgSshzFU/8aabNvRLz8UQj2ax53ex/XEt3ueVRb7K9bhXPKlfCl12GgAcac/n99LVKkSJEixSeQz5yAT8hRWjvWAjCq+Cx8gVb6BvahHnWNl8McqnsMu7UQf7CNgtz56HUWBEGHxZKNx1s7KN7hqJe9wJiy8xEEEbMpndKiUzlY+xiKEgdUauqfPKYXIsFwJ7FYgF37/oaqyugkM6NKzqalYzWCIKKqyuBCQX2LNtmOFVeS4+kgbc+jEOyBpT+HrLHaQCzHoO8IHH4VWjZrP9njoOcg6C2gKFCcLLFjTtf+dZWAwTbYq5IZc/C2t6HICUDH4bUrMTkcBHp7iIVCFE+bBUt+gi8a4quv/BGH0cLdS29EL0qk2w3YF5xCV042X9v3NP5HV/P7aCkAgb4e0gqLmZo1ipXNe6jubeTUp35GQlHINNmJyAmuHLuIxw+vIyLHqfd28qU37uSRs76H02jh5YZteKIhLqiYQ7kzl66QhzFpBfx0/UPMLxjH8tKpH+o7kiLFZxZJD5c9Avue0izxRzPTCxJUngmzb4SyRSe3j58XSk8BZzG0boLeg6AmF5UdhVA4R8tZInwyCsHEIxH2rnoNgBnnXUxfcxNNe3YMCvJYOMSah/5JVnEZvS2NTFi8DJPNjihJuHLz6Kg5ONh2OPMuvQpRlHBkZjH1jHNY/Z/7keNxVFVl3SP/HtFWECUGOtoI+/28+L+/R5FlDBYLs86/lL0rX0WUJBRZRtTpUBIJtj3/1OCxPc2NPDvQT5lZ4tSLrsDVupewL4zvO3/Gj4Bu02NEd+4kvHMnhjFjiB05AmYTKCqWqdr4olfjiP3dGDMcSLqhnCslVTn4eoMosgo6A7U72zFZDQQ8EWKROMVjs8n61k1aDfd/nQ5ml/Z/UNKT5izHNkXGmdZHxivnw+p2zUsOoGM3VJwKhbPg0EvQvgPunAhyAqzZWhjczOthx785WFZFa142JRt/zviFt4E5Tfs/HnbD5Ksgq1JbFMger4XdlZ8G41Z8eC9IihQpTip79+7l7rvvZteuXcRiMcrLy7n22ms5//zzT3bXPrfcd999PPTQQ2zcuPG4fb29vfzpT39i/fr1eDwecnJyWLFiBV//+tc/tHK6nzkBr5OMVJZfQiDQjijp6RvYd8J26WljiUTdtHcNffEx7wli/AQQ0FHX9BJuXwMWczYdXZsx6h2Eo/3H1WjVUAiFe2lsfYOC3Lm0dW4gIYepa3oRRYlh0NuIxQMjFgokyUxLURUNxSoz960na+8TcO7d8I2t8M/TkhNxAcacAQ1rtJg3bxsqAnHBgkEMDca9c+UTmvu9qwhVVemu2U/3kRoCvd0YrDZiwQAABosVZ14hYa8Xe3YOvu5ODr7xEmRnsqtHS0o0EPGTY3EBWom5BqeeuogWZx+fUEmFOR1XgebaPiN3NHpRRyAeIRAf6WXw35q1fH/6+fxqy+MAHHF3sKu7nlGuXDLNTnyxMM/VbUESBGx6M3XuTrZ0HeaZus0sqh/P/ad9812eeooUKQYRRc3CPvkyzVIXC4AlHYz2k92zETz88MMnuwsfPWll2k8iCvGQZlE1WN/7uI8ZvcnEwiuvpbejlfZCJ50v7Dhhu6IJE/EP9LF/zVDZspDHfcK2ksHAlmeeoLP2MGm5eRzasBarKx1fbzeBEyS7UxUZb3cXO155lqqFSziwZhWxUIitzzxGPBrFbHcQ9vtQEkPjpsFiQY7FkRNxgu4BDq1/m+U33kT5Ky/TeN0N+IM+EEXs82YTffk5BIOBeEeHVh7P4kQM+VCiWlx+yR9+T0FfH/r8fFRVpavJTU+Lm4A7gsGkI5aMhTeY9TgzrYSDMexpFnz9IQ5taSHNHmVM6xatY8E+cGiJYPUGiTy1GjzJnAJzbgJ7Foxaon0uma+9F1Gf9jOcbf+A027FcOBf2rXbdkPLVsgcDbYcbTGg+lFtgc7ogJ5D0LROs8jvXQ5XPUWKFCk+3dTX13P11VfjdDq54YYbsFqtvPrqq9xyyy243W6uu+66k93Fzx1r167l7rvvxuk8PrlrJBLhi1/8Im1tbVx55ZWUlJSwY8cO7r33Xg4fPsy99977ofThMyfgAcpLzmTfoQeoa3xhcNuUCV+nvull/IEWBEGipe1t1GPc7N8JUZSQlQi9/dWD2+KJAAa9g6K8hbR1bSIac2OzFhKNerFZc3F7a6lvfoWyoiEXttys6ZiMToKhXrr7RtZgnjL+BnbtvQtUFUPpEsieAhv+rFnMsqvodidodZxKaXsnmc5i8LZAIkpd2gX02GYyyv0Ceb5OyBkPOgNxUxZ9B/eiM1mo37h28DqWtAzGLj0do92BTm9A1OkonTkXgM5D+zUrSr+fX82+CofJRJrRxr17XqXclcfy0qlMz61gYmYp7f4+bqp5nruW3khhslZwrjWNCypm8+SRoUURo6QjKidQgcurTkEnSvxs06PE5ARXvvpHJmeV8vSKH7Gju5YvvXEXsqrijYXoDQ8tpngiwff1nFKkSHEM1gztJ8XJRWccTDT2SWXWeRfzq7UP0fb8Y1Qlt6347o/Y+txT9DTWI0oSu19/GVV5n+OmpCMeC9G4azuNyW1hvFicLiYuWc7+dW8RHOgns7iEoMdDWn4hHTUH2PbcU8xYceHgeUbPmoc1LQ1Pdze1W4dbOgTO+ub3eeEPvwGgbMoMSiZNZdsLTzPtjBWIJQW0Vb9B5rQz2B+KkTtjPsquzQixGKGLvkZs1jLMz91PoqcbKscgGAyQmU1nwwB6g0RDdefglSwOE5UzMzFaDeh0IqIkUjI+B4CuxgHkhMKAz0D8zLvQW21gyYC1f9As4+POhZK5kD+daCiCsPspDBfeqS20ATgLYNLlsPuhoVuTTHA01G7ml6kU9JS8+QNMqgCHl2thbl9ZA82b4OHzNPf5iFtbuD9K6PhFkhQpUrw7cUVmX28TwUSUDJP9E5F76Y477kAURZ566ilycrS/O1dddRVXXnkld911F5deeilW6ydvYfj/TF8fhEOg00N2NkgnvxqVqqo8+uij3H777cRP4HUG8Mgjj1BfX8+9997L0qVLAbjiiivIz8/n/vvvZ8uWLcyZM+f/3JfPpIBXVYXuvj0jth2pewazKQ2D3omsRI+JQxcZHjOvk6wk5CHR+E4Z6bMzJ1FZcRElRUvp7t1FTd1TGA1OTIYMoBaAtk5twmHQOwlH+ghFevEckxV/5uTv4w+0oAKWsB9n2aXw5s8h0KW5xE66jIEWmaguDXfHHjK9Wmkf1WAnniybF596PYxeNnjO5u2b6T5yEFdBMbbMbKJBP/FIhPSSUhKxGHazVu6madsmPO0tjFmyHHNJCf2NU8GSQWbbABWj83nzyGHu3P0SkiBSfc1d2PQm/rz4y5z29C9QUfnn3jd4u2Uv4zIKeaVhBzu669AJIomku2hUTqATJObmVdLm76fMlQtAIpmcz2mwYpB0zMuv4k+nfJlnajeysaOGeq9W9k8AHjjj5nd52ilSpEiR4v+KosikPb4S28BQrPn6/z6EPSMTi9NFIhYbEYcuiOIIMW+02YkG/IOf48fErB9l1LSZLLjiGiaffhZ127ew7tEHsLrScGRm08EBAPav1iz8Vlca3t4ePD1ddBw+NOI8F/301/S1NKGqKpZIjFMnTOexl54k6HYjSRK5l16MefUhjNY0wt4Y7ku+i7HgNSyrHoM8rWKK46qrsS0cqgLQfLCHnmYPrmwrVpeJWDhBPJogLdeGnFAwGLUpU9OBbjw9AcbMKCQnCxqVKApG9vTPpCAzB9PONaSv/q1mGf9ZDxjtRK56nT0rDyLIUaZt+RP6w69C3iTY9wy0bALRAMnqNsgRrWTsqMVaIrqs0ZhiyW2gudDrDFC+GC76N+x+BBre1qrXaE8Hrnnx/T34FClSEIxH+Oe+N3nqyEb6wkOeMBWuPL5QtZjLKhcmE1h/vMiyzPbt21m4cOGgeAcQRZEzzzyT3bt3c+jQIWbMmPEuZ/mUcegg7N8HAwND20wmGFsFU6fBh+SC/v/DZZddRnV1NUuWLKGnp4fu7u7j2mzZsoW0tLRB8X6Us88+m/vvv5+dO3emBPw7oaoKQ4VaNUKRbkKRo1/08P+EEpKoQ1aiHM0sP1y8vxOioMfjbUSW45iMaZhNWchKjFCkl1CkF7utmGCoi3hCc1ePxb3HueibTdnkZE4mK2Mc6Wmj0R1+jTR3D7jaIdCF21xFWKjAQB4h2xgylC6KE9VEJQcHM79IzFKArAqUjysnZ98fYcsAzPkqAI68fPqa6kkrKsaZW4Cvp5NENErj5g2oikxO5XgC/T1E/T4S0Sjejnbu6N7CAtfZ2DxNmDt309J5EKvRzg9Nk2gtdaETJZ48vIHq3kYkBBKo7OypZ2dPPQICRlF7nc4ZNZvn6zcP3qcgwKqWajZ31PDXU79KVXohR9xawr8FBeMG2y0sHM+6tv2MTS9ARKRmoI2JmSVY9ab3fugpUqRIkeL/G1VR0cdlEsO2ebo68HQlk7OKQ/H6ok6HJOmIRyODmeWHi/d3QjIY6Kw7oi0ip2fizM7Rxp/uLrzdXWSXlTPQ3kYkoE2ggx43wWNc9J25eZRPm0XppKkUVk3Av3Ydlt4+6uNhgm43gigS8HqJBAN0HVwFMS9ZOiuyM4fY5Pkk5p+OIogUVmTg7QvRWd9PXrnmpeLMsNDf4SMt24Yjw4pvIEgirtC0vwtVgewSF0FPhGgoTiIu4+0NYt7xHVT99wGt5HzT/m6gkIyqv1Fp3aXVYt/5IPS0g3ieJs5bNkGjDxBAZ9b+nXgRVD82dKOCADUvacL88scgdxJ0awsclJ861G70MqhbCTkTQJSgaz/kTwXjUP6bFClSvDO+aIhrX/8LBwdaj9tX5+nkV5sfY1dPPXcsvPZjF/GiKPLiiy+e8LoDSYErfQIs0x8Kqgpr18DhmuP3RSKwZze0NMOK8zRBfxLo6uritttu48ILL+Tqq68+YZvbb78dt/v40LKjz0un+3Ck92dSwIuijgWzbqW5bTX1zS8f3ZqU5yPFvUFvobx0Be2dGynKW8SB2keG7deOkERjUuAPoahxguEuZDmCJOkxmzLITJ9E38BeBEGHw1qIP9AyeI7hSJIJWY6QmT6WcWOuoN99iJq6pylr3429eS84y5EFAwczroSDDejqO0jIOvSRED2jvoCp5mlChjxIyIBA/b4apL4gGdv+wf5DbuKKxMQLv8icq68n0NPNnuefGLy20WpDTsRxt7cQC/jJHjMWg8VG1uhK0rz72erewXxzGRadCdnkxBDophJoisdZ33aAX2x6FIDrx5/GPw+sBGCMq4AjnnYiiuZO0hEcKsVXYM0gpsTpDfuw6I08eWQDhwbaEJKLKPv7mgfb/nv/Sp6v3zr4Od+aTr23i5r+Np6v34LLaOWrk8/8AG9CihQpUqR4P0g6HVf/z11Uv/kaW59LjhlictxUFC1RahKTxcrsi67gwJpVTFx6Om/9+57BqimCIKCqKnqTmXhkZF14ORbD3dFOLBJGZzDgyMymdOoMmnbvQNTpyCwupaexfnBRYDh6s5l4OEzx+Eks+eINtOzfy/r/PojH3UUkEmBiMhu+qijsfOkZDq7RYuZtbj8V51xN+NX/ED7ri8gqoELbEc3FPBZN0Hq4F0VWmbxkFLPPGovfHaJ6bcPgtQ1mHUpCxdMTJBaOk13kxGDWk1XkRDiYQU7nM/Rmn4/CkGWo3zQVWd6OVPsWvHQzJmDqKXZ81WtwO+aRrW+FngOQSHoqeIaJB2exll0+0K0lot35IHTtZdD40Ll7qO2mu0cKf2exlvC2cz/sfUxLqrfoB+/nFUiR4nPJTzc+fELxPpwX67cxNr2IL01Y9q7tPmwEQaCo6Hg3/lAoxDPPPIPVamXcuHEnOPJTyIH9JxbvwxkYgNVvw5lnfTx9OoZVq1a9ZxK6zMxMMjMzj9v+0ENamNSH5S3xmRTwACZjGpXlF2IxZbHv8AOAgiiaUFFRkmJcr3OycPatdPfuxhdo5mDdf9FJZhLyUdc/FRAHxbuAiCQZsVpyEUU9Y0adj8Fgp7d/H9ur/4xer9XzVdUE7d1aMhst0/xQnIRBbycW9yevr8WsNLe9jdffSGNWHvkt+2HcuYgduzATIIwTvdFIbnA7Hcax+PsksiZ9k1H7/0mT83QUyQSItGWeg2vqKPy7ukCQiLYdRO/IpP/5X4I4AQQBvdnKhLPOx2iz4+vuxNPegtmVTu26twh6PPx86WV0Bt0QtbLblkNBuo63tz1CdbiDbfVenm3QxHWmyUF8WMiBNxoY8d3rhKHVwMnZpVwz7lSuevWPqEC2WUv4MCW7jKr0InpCHv65903OKJvOts4jAIiCgKKq9IV9xJQE69sP8OCBtwA4r3w2ebb0/8ObkSJFihQpToQ9PZMFl1+NMzePN+/9CygKOrMFVVFIRLVQMovLxRf/8Dfqtm2mp7GO1Q82YrRYiSaTo6qqiiCKg+JdEEX0JjPp+QXo9AbmXXoVFoeTxj07efa2X2JxpQGgJBIc2rAG0BYThme1tzichHyaB5vJpiVj3PPmy3TVH0HS6REEgdGz59NdX8tARxuJWAyTzU7xgI/0i7/PgMGE67qvE+4e6V0nSgL55Rk07tVCtnx9QYwWPTVbhybzepPEhPmlGC16fP0hPD0BLHYjtbs6CPoiVJ31R8p9bThDLup3d5BVaIe9T+Lo34jkWQnVj2gnsmYjJoLUlv4KBB3Grt/gTIYMJG966PfCGTD36/CvM7SFDFvSdbZoNuRO1Mq9bvgLjL8AGteT/KK1SgeBbk38162EzX/V9k2+ApyFH+hdSJHi80Cbv4+3WqrfuyHw8MG3+eK4pUjiya0eoqoqP/vZz+jt7eWmm27CaPxk51d5X6gq7Nv7/tq2NIPHAy7XR9mjE/L/m0H+scceY/Xq1cyaNYvp06e/9wHvg8+sgD+K3ZY/+PvwWHaXs4JJY6+jseUNGlq0Wr2qKg8T7yCKBpRkTJrJmMGsqd9DUeJs2PZLAARBJBjqSdadh3jch0FvR1ZiqIqKosYwGuxEoprbhIBIaeFp1Da9QEHuPEqLltPWuRElGQ9O9li4+Y/gKkKoOJWpqoqnvRVregaieDHtjz8Isowpu4i8omwE/346hHGEFROZYycRs6WRGX4LJ33YJ34Db1szbdJEUBUqxxWROXeo5rAzrwBnXgGt+/aAqtLb3U9pTKXAlgE2CKgeDtbHKCm9mGfq/wpxSKgKJknPD2ddSJEti4cOvI2KSvewhHP/Xv4tYkqCXd31RJQ4sUQck06PqqoEYmGqe7V0RtlmJwZJx6qWala1VHP3npe5quoU9vQ2IqsKFp2R+QXjOHfUTBYVTqDB243TaCHXmvbhvBgpUqRIkeKEZBYMWXyGx7LnjanijK/dzPaXnmXHS88BoMjyoHgH0BmMJGLaorc9M5tLfvYbEvEYD/3gJkAT9J6uzsGydSGPG7PDSSIWRVVVErKMxeHC39872H7qWeex+alHGbdoKdPPOo8Da99ClrVxM6OwmPN+8FMcmdmUTZ6Gqqo0791NVkkZok7HnrdbNQ3sMCMKIgFvmERMRpFVsopd6A3agrOkF8kpTcfdEyAe1c5dOCaD4qqhuFNnphVnppX2I1rf3F0BIpEEJlcxmS5w0MWuHR5U+6nkt/5DO0hJaG7yy3+LLr0c59o9xHTpmHu3DH3h17wI8Qhq6zZq88swZhVQojNpgjzqh/Zk0ltbjpYMseZl7WfNbTDzK9C2XUtkp7dqpekmXQoVp0F/rRYv7yj4/38ZUqT4DPN83RaUY7x93onOoJstnYeZX1D13o0/IlRV5Ze//CWvvPIKs2bN4sYbbzxpfflQ6ewEn++92x3lyGGYNfuj68+HyPPPP8+vf/1rsrKyuOOOOz60837mBbzLWc6UcV+hq2833b27UFUZSTRh0NloaV9DU9vKwbYmYyaR6JD791HxDmC1ZGOz5KIoMmZTFolEGLM5i70H/0m/eyi5jsWcw7wZPyEU7mVfzUMMeGqw24qTSeoUapuep6zoDMZWXMzOvXfT3beb3KwZZKRVUVq4DFzJiVPNKwhb7iVt6c/AUkz1i0+hyjIFE6dQNG0OsSP3kdv+LPH0MC3WhUQx07D3ED7LJPThnaDIWDJzsDhsKPEYlrELTvj9ZFVO5EC3QNTkQla0P2L+WJhr3/gzXy+5EZvezJLiCbzVuot0k40fzb6YVn8fX111DyrH/9G7YaW24i8m43VWte4lLMeZllPOju469iQF/FVVi8kw29ncXsMRTztROc5L9duQk8nvQokoK5t3s651P2a9nv9ZdB2LCid84OefIkWKFCk+GHmjKznrW9+nbvtW6rZvRkkk0JstWOwOqle+xq5Xhyq8OLJz8PUMJfI5Kt4B0vLyScsrQJFlnNm5RENBXNm5vPa3P9Gyv3pEuyt+/Qe8PV2s/MffaD2wl6yycnob61EVhU1PPsqMFRew6Mpref4Pv6V+xxZGz55P8YTJTD3zXByZ2QDUbd/CrtdeZP6lX8DqSuPRn34XT1c/86+4nqKqKg5taSEWTiCISVd0RaXtsDbmK7KKqqrYXCZMVj2yrJBZeHyJIICsEheth/tQVRU1OW4S8SI8dA5ixQOoRgdi5elQ9xxYs2D578DTjPDfixkfPkHZvYcvAAT60/OoKxkLSge5a36HsXiOFi/ftk1rN/sr2vnq1yTd7yOw7wlNvAPEg3DoRah9E/QWuPB+GH3aB3jyKVJ8vugOeT5Q+67QictmfhzEYjFuueUWXn31VSZOnMi9996LXq8/af35UAkG3rvN/6X9SeLBBx/k9ttvx+Vy8a9//Yv8/Pz3Puh98pkX8AD5uXPISB9HV4+2ii0rEXr69yCJBnQ6K4lEEFHUv2O2eYB+9yG2V9+FLEcIR/oAlXC4l3RXJV5fK3q9iXCkj3CkF1VVEEVdUtgrhMI9g+dRVYW2znWUFh1NQiOSlTGRovyFIy+49T5oWg+7HobiOYg67T9pcKCfhi0b6ArNpMwxgJLQ3AxVRSFrwmyiOzehlp2PAgT6uomEoyjxOI1bNzL+jHOPuy+TQWLRwgnIiordrL0OBlGHKsj8sf5Ovj/jAn43+0rydjv4655XeOjgamrdHXhjI10RBQRU1EEBnm/NoCPoRlYVNnYcIn+Y23uxPZOfbXyE6TkVNPt7UAFJEKhMKyChyLijQ+eOKnGi0Tg7uutSAj5FihQpPiaq5i+mZOKUwdJt8XCI+p1b0RmNmGx2IgE/kl5PLBx+x3O07NvD8//za2KRCL7eblRVxdPdSWHVBHqbGzGYLXh7uvD2dKMqCqJOR8v+alRFGUqeh1Yjfv/bbzLtjBUIaFb5UVNnMGHJSHG6+/WXaD2wl32r36Rg7Dj0BiORQD91W1fizK7A0xPUwuuToltRVHJHpdNa04Mj04qqQsAdIRZJoMgqTfu6GTev5Lj7Mhj1TDm1HFVRMduS7quSEb0QZ/rBS1CX3Ypu3p9hTY5mJd/6d61G+3HiPZkjJynAXYKJ7IEejJEAhrrd4BwW+5pWRvfG3xMefSolA/UIqFqW+5zxICcgPKxsXCKi/TRvSgn4FCneBaP0wQTwB23/YREOh/nmN7/Jhg0bmDFjBvfddx8222coUaX0AeXoB21/Erjzzju55557yMrK4sEHH6SiouJDPf8n/xv4EGjv2kz1wX8MfpYkK7IcRFZioMQw6OzEEn4U5fiafjqdjUQyk3xv/x4AMtLGU5A7B7MxnfrmV1GUGAlZaxONeent34/JpLl6C4I0WGpHEHQYDS6KC05h36EH6B3YT2nhaUPivWWL5hY372bkU35CgzQbLONIrHqNjKJSfJ3teNpbSRM1l7+ekktxJtoZP34yjqq5iJJE47aNdDW2Ysk9QPfhgyjxOKIkkVH2zi+OxTgyg6VRp2dyVhlr2/bzUsNWWgM9lDu18m8xOUF3yIMkiINiHcAsGVBRCcua10JrYGQN2o7AUDkIk2TgiKeDFn8vAqATJRKKzEAkgCequWuOdubzpYnLeKZ2E/m2dL4y6Yx37H+KFClSpPhwObh+Na/99X8HPx8tE5eIRklEo5jtTsJ+74hY9aOY7HYifi3XS/1OzXpcMmkqVQsW48jMZtsLT5OIRQn7k9nm3QM0Vu/Enq4l/hElaVBki3o9Nlcak049gzfuu4umPTuZdua5g+K9veYgdTu2MHPFhcy95AtkVyzBnuHihT/+jlEzZtN6cB/Ne3dRtVgbW0w2A6IoklPqJLs4HVEUaNrfTX+7D0e6me5mD4qsIooCGQWOd/x+TJZjYiH1JiiciVT7Bh29EN3XRYm9EBFAjoG/QxPcR63loFnJUSGu9U3XV8uMvtqh/d6hWPyO/NHsSbdB4ABWh5MsTwKUOAT7tRrwAFnjYN63tJryriJY+N137H+KFClgXn4Vjxxa877a6kWJ2bljPtoOnYBEIsFNN93Ehg0bWLx4MXfeeSemk5SF/SMjL0+r8y7L790WoPCTndPj3nvv5Z577qG4uJh///vfJ0xE+H/lcyHggyHNvU8QJNKcoxnwjMxyGEv4MZuyCEd6R2wXBb0WgzYMQdAxfswVxOIB1m//zQg3e6PBhcWUxY69f8HlKGfhrFtpaltF38BBrOZs0lxjqG18jqbWlZQULqXfcwSXc9TQyV/5HnTvB1GPt/KL9ERd0KpZIVRFpnDydHRCgkxzhF2deoIeL0FsdGzby4SMMpx5BWSVjcbX00nQ7SY40I9kMDJpxUWDiYLeL7+cewUv1G3lzt0vsreviUUFEyi2ZzEndwy17g7sBjMGSUe9pwsVlZAcfcdzFdoyMOr0NPt6KbFnUesZZlkBXEYrZ5ZOp9HXjcNgwRsLIqsyDxxYpZWb64ZvTzsPW6qcXIoUKVJ8LBy1gIuSRMHYCbQeGJnoKez34szOxdvTNWK7pNcPuZUnEXV6lnzxK4T9Xh75ybdHuNlb09NxZufy3O23kj9mLNf8z93sfv0lmvfuwZWXR0HleDY9+Qi7XnuRKaefTdvB/eSNrhw8/q1/3UNvSxOiJDF+6YXoLSqRMDRV70FRZGZfcBlGq5Ockkz8ng7Cfm3MbtgbwWwz4cy0klnowD8QJuSPEvJFkfQiExeWYbF/wORQZ/8vif1LaeqfDw0DOMVe0tPKoGwR9BwEowN0Juir0ZI2xd+lZK2zBPRmGKiH9FG0C0EQ7OjjURx+N1jStSR2fbVgcmrWfSUOm+/SrtUCLP05GO0f7B5SpPgcsbhoAvm29BFGpndiWfEUsiwnDqv5KLn77rtZv349S5cu5a677vrsuM0Px2yGUeVQe+S921qtUFr20ffp/5ONGzdy5513UlRUxKOPPkp2dvZHcp3PhYCvKD0Hp72ENGcF4cgAG3fcCoBO5yCR0CwARoPzOAGvqHEUWbMuCIioKKQ5KzAYHGzc/psRpeUs5hwWzrqVzbtuAyAc6cduK6CzexsJOUw40kso0ofTXkZWxgRGl53L6LIhl/aw18MB65VYC9upqlqBGk+uQgkCOoMRf28PEZ+Psb0PkRhoRMn9VnK3iKoqxCNh4uEw+RMmUZG2hO2PPQhA1qjRH0i87+quJy4neKu1mkWFE7hh4uk8sH8l69r3A/DEkQ24owHc0QBfGr8MTySAOxocYY0/luUlU/n3gVUA3Ln0K6x47teD+yRBRC9KPHxo9aAbvk4QKXPm0BvWnk2a0UaG6TPkKpQiRYoUn3BmX3AZ2aXl5FdW4e/v45Ef3QyAxZVGKFmb3epKO07Ay/H4oFVeECVURSZ/zFgsTieP/uTbxKPDYuRz87n6D3fzxC9uAcDb20NmUQk1G9cRC4c09/rubnLLx1A6ZRpzL7qCuRddMXj8QEc7vv4+jBYro2fNw91WQ9eRauLRIJPP/DpmZw4GkwFVhSM72wePO1qlLh6ViUcT5I9KxzLFxI43tcljVoHzg4n3li2QiMHhV9GNPo2C9AyiO57B2fQ/oIRgxwMQ6td+5n4r+fsAqIl3Puf482DTXdrvlz5E5UNnYI6EKG2vw5hIgEWvueYjAgoIesgcrWWhB7BkaPHyKVKkeEdEQeRXc6/g66vuJfEu89gMk53vzjjvHfd/VPT39/Pvf/8bnU7HggULePXVV49rM3fu3I9MJH6szJwF7W0QCr1zG0GABQvhJFcCeDf+8Ic/oKoqS5YsYfPmzcftHzNmDFVV//dEiJ8LAS+KOnKypgJgMNixWgoIhtoHxTtIxOJDCRG00m8jB1Y1WTZtwFPD+m23jhDvgiAxc/J36O7bjdWSh14yU166AlVVKSteTn3TayhqjFC4m+WL7kGnO96SHBzoJxqHuL4ENX8q1oAfk92BqNMRcmsrg4lIGJ9lNLk9W6kYnY1fzCS3aiKJaIT+pnqOrF6JqiqMO+NcRJ32aDPKygHob24g0NuDq6AIo82OyX68a2DNQBtXvvpHREFEURXWtO7nkbO+xz/2vTHYRlZkRAQUVNa3H6Av4j/hd26UdBglA9lmJ48Oc0+68PnfcU7pTF5p2o6C9kexM6hNBsuc2QTjUbpDHt5qHSon4Y4GOOWJn/DkilsodqQmJClSpEjxUSPpdFTMnANoZdwyi0roa20eFO+iTj/oAg+a5f1Yd3pV0Rai2w7u4+Ef3TxCvIuSxIU/vpW67VtILyjEYLEw56LLUVWV6Wefz/YXnyERi+Lp6uCm/zyFwWQ+ro99rU1EgwF0RiM5ZeX4+/twt95P/rgFGKw5Wmh4IIY5KcZzR6WhyCq5ZenIcZn+dh+1O9tQVRg3txgxOSnMyNfGx4FOPwFPGGeWFaNZj8l6ghJCXfvg36cPuccfeZ2SL70OT/54qI2SGCrzVrcSgj3Hnwc067zOBPZc2Hr/0Pb7FuKoOp8J+58BZG2/t03bl1EOsaDmon942OQ+1A9/qoIb3oL0UaRIkeLELCqcwN2nfpWfbniIgcjxydEqXHncteQrFNk//vnn7t27icU0r6Ff//rXJ2zzj3/847Mh4O12OPc8ePNNGOg/fr/JBItO+URb330+H4cOaYnNj9Z9P5YbbrghJeD/fzhc/yzBULsWmz4YiyYTCmtWBEk0arHxw9DrbMQTQ/+po1HtxTIZM4hE+1FVmea2twYz2hfkLUQnGWhqe4vaxhcwG7NIyCEc9uITineAjNJRVCxcitmZhiAIGK02Rp+yDG9nOy07t6IzmSmYOIXssdeD/GtyzGnkAMGBPhq2rCfsHnL/8bS3oDeZKJ42G1e+FidyZM1KlESCtuqdiHoD1jQtqdz4M1Yg6bVJSWdgAJ0g4TRaKHZkc2bZNLItTq6fuJzNHTUc6G8ZFOwGUUdX0I1Db8YXPz6JUVROICBy3YRl/HTjw4PbY6rMS03bBz/3DCtBl2dNp8nbzbFIiHhiQToC/SkBnyLFp5y9e/dy9913s2vXLmKxGOXl5Vx77bWcf/75J7trKd6BDY8/TF9rM6JOh5LQFreVRBx3p2bV1htNI9ziAUx2B5FhAt/fp3m4ObJy8PV2o8gyu994eTCj/fjFp6E3GNn9+ktsfvq/OHPyiAb9ZJeWn1C8A4yeOZfTv/Zt0vMLEEQRe0YWl/zqTnx9QVoO9aIzSBRUZJBbloaqgC5ZMi7ojdCwt3PQnR7A0xNAZ5AYM7YAZ5YVgCM721BklbYjfYg6AatdG7/HzStB0mliPxaM0p99GZnhHehdmTD+Qk1gz/82NKyFzt1Dgl0ygq8DTC6IeI6/oUQEEGDuTfDiN4a2yzHY/+TQZ/8wrwdnEfTXHX8uQQfhAfC0pgR8ihTvwZKiiay59DbeaNrF2y17CcYjZJgdnFs+i7n5Y09av5YtW8bhw4dP2vU/dpwuuORSaG/X3OnDIdDpoaREc7HXfXJk68MPP3zcNofD8bE9r0/ON/Ex4Q9qq9ZmUyahsCYW051j0etNdPftGWlZR4coilSUnUss5qWnr5pYPEAiEUZWosQTQ/Frvf0HBhcFFCXOpp2/w2EvRRBETCYXkpSNJBkJRwYwm9I5FkEQyBkztCLTuG0TnQeqyR5TxehFy3Dk5GJyaLE38YhK/VuvEfH5CA70jThPbtVEgn29+Hu6MbtaySofDUDeuEl42lsJuQfQGY34k26P0WAAi0vrzy82/ZeEKuONBvna5DOYkjWKDW0H6Q/7uXTMAn65+b+AlsgjpiSIKQkWFIxjQ/vBYd8Zg8XlInJshHgfvm84RklHVE6wqeMQaUYbJfYsmv3aZM+mM/Oj2RcRlePMOYl/RFOkSPF/p76+nquvvhqn08kNN9yA1Wrl1Vdf5ZZbbsHtdnPddded7C6mOAG9LVr5T2dWNu7ODhAECqsmYrKYqduxlXh0qIKLqNcjCiJzL7qckNdD/a7thH1eYqEQ8WiEcGBI1Dft3Y0oSSiyghyP8d+ffY/c8tEIoojNlYYrJxe9yYS/vw97RuZx/RJEkQmLlw2d70A3nQ0DZBe7qJiWjyPdMmg1j8cS1GxrJRqMEfSNXGzILUsj6I0QcIfx9AYHy8fllaXj6Q0S8kfQ6XX43dpidTQcH3Sxb6huZ6Dg24QGXqF8wRQonAm1b0GgB6ZdC6/s1i4iGUCOaj/lp0L9W8PvhMHRMREZKd7faeTUmbS2Das1d/m0UeBu0PYZnXD677XkeKNOOf7YFClSHIdB0rGifBYrymed7K6kKCjQflK8I587AT9p7HX0uQ+R5qygtX09dc0vMOCtobL8Crr79gJDMTAqCWRFwOOtw6C3EYv7qRp9OaqqYNDZ2X3g74Ntg+GhxGz+gJY51mrOZs7UH7Jp5+9xe7XMsjZLLpXlF79nP6Vkkgqd0Uj2sIQ9AA2b19HfpA3UgigOZrmX9AZ6ag9RvmAJSkImFgzQ39RI655t5I2bSOnMuSRiMURJYqC5AVVlULwDVKYV0Bv2klAV7tz5Ev0R/2DNy61d2oqSKAgU2DJo8mkWhc0dIxMCaknoQhTZMmkNjFxcOJF4FxCIygkqnHk0eruQRIkfzLyQm9++HxmVsBzl15sfI6bIlDvzmJNfeYKzpEiRYjgxOcGbzbtZ3bqXUDxKhsnOOaNmnvRFsDvuuANRFHnqqafIyckB4KqrruLKK6/krrvu4tJLL8VqtZ7UPn7YdERaqQ0cJCwH0Yl6is2jKLdWIgmfnuH39K/eTMv+avIrx7H/7TfY/PRjtB3cyynX3kD9ru2DYxCAEo+jCAIdhw9hdjgIez2ccs0NoMiYHS5evuuOwbYDbS2Dv/e2NAHgzM7lkl/8nsd+/gPaD2uLw+n5hSy84ovv2c+jVnGdQSK7yDViX+PeLgY6NQ8yQRQGE+1JOpGeFg/lU/KRZZVYOE5/h4+2I33klqUxeXwOibiMKAoMdPlBZUR8vMMawxsM4PBth7deglAf+JLx9k0bSF5Qs5QP1GufG9aM7LjJpWWSTysFd9Mxd3WikVPUxHtWFfQdAVEHy38LT16tufHHAvDKd0COQ1ZlSsSnSJEixWeMT88M4kPCYLCTn6OtrtlsuYPbG1teY7h4H0Kls2cbOp2FRCLEngP/BGRslgIScggQMBkzyMuZhdfXgMdbTyDYjstRzuRxNwBgMWcRjbqJJ4K0d20dFPCRqJsDRx4lw1VJadHIWq0l02eTM6YKo+34DLK2rGz6Gutw5uaTWVZB4/ZNmGwOogE/SiKBwWwh0JesudvZAYpMz5EaMssqqFv/FololIqFS4+Lg79r6Vf4xlv30uLv4yuTT+eXm/47uK8zMMCXJyyjwd2FXtLR5OtBABR15OQikogxxpXPqSWTubf6tcHteiTiHF8eQkVFQOB/TrmWhw6sZm9fE4FYGDk5aVFUBVUVAPjVpv9yz2lfY5Qz97jzpEiRQmNd235+suFh+sK+Edufrt3EmLQC7lxyA2XOnI+9X7Iss337dhYuXDgo3gFEUeTMM89k9+7dHDp0iBkzZnzsffso8MbdrOx9kf7YyHjn+mANmwfWcErm6ZRaPty6sB8VFoeTsfMWAZCWP1QOZ8cLz4wQ74OoKoc3r8dotRENBnj9b/+LIstkFpUQDQRAEHBkZlE57xS66mrorD1Mf2szeWOqOOum7wOakA8M9BEJBKjZuHZQwMfCcRr2deHMsJBXnjHissVV2WQXuzBajs/SbHOZ6evw4ciwkJlvp+lAN0aLnlhYRpFVDEYdQU8YVQVPfxAU6G31klngpG53B4m4TMXU/OPKx+UvOYv8x64AtREW/BZeuXlop7dVS1rXd1grMzdQD4haBr3hxENaCbiqc2Dd/wxtFw1wTEifhgIIcOF9sOVeaN8JUe9QiTpVAVkFVHj523Dlk1qCuxQpUqRI8Zngk5vG72PA5Sgf/F1WhlwAc7JmYLXkASKFuQs0wT043moDZCB0NKOtit2ah8/fxICnBoNBE9yRqJtd+/5KW+cGevp2J93tNSGqJgfvrt5ddPfu4kjj8yfsn8nuQBCE47b7uzX3d0deAfWb1qLE44Tc/YiSyNhlZ+LKL8R4VJwnkwjZc/Ko27Ca/qaGwbj6Y7HojTxwxrf54vil3Lz6H2SYhhYPVOBf+1exun0/a9r2D25TUUeUd4spMkc8Hfx736rBbUZBd0LxTvIbGZteSIkjm+frt9Dg7eL3W58iz5qGVWeiwpmPVa9ZO9qD/Zz17K282rjjhOdKkeLzzvr2g3x91b3HifejHHG3c/Vrf6LN33fC/R8loijy4osv8sMf/vC4fQMDWg4PSZI+7m59JAQSPl7sevw48X6UiBLizZ7naQqdIHb5E07+mKE6yLHIUP6TMXPmk15QiCCKjF+8jAVXXju4T0nW9u1rbdY2qCrpBUV01R+h9cA+zMnwsMBALy/88bfsX72S+h1biCTFvqqqg+Nmf6efgU4/LTUjq8YcxWQ1nHDc9A1omY2dmVYa9najyBD2xxFEqJxViDPLiuGo8E+uSdjSTNTv6WCg04+vL0Tria5psMIXX4Q534CnrwHb8MUxFTbfDbVvwOHXj34b2o9x2AK6HIfeg0NZ5wEk8zuIdwABcidCejlUP6ZZ4V//MTgKwWCH7Kqh8nHeNvjrDNj/7DucK0WKFClSfNr43FnghxOLHU2gJiDLQwLe661n6YL/JRDsYl/NA3T37R60toOKXm8jHg+i11lxOcvp7R+qj6soCfJz5+H2HKanvxqrJY/MtPGYzVmUFS3DYBgS5fk5s/H7W0l3DU2I3g8h9wCoKj21I93X45EI9ZvWEvX7ifi8GG12ogHNZbB9725MDm3CIOr0ZFUMuaLLioI0rCTDc7VbAKj3DiXKmZBZwv4+bfLlMJgHk9mVOnJoS8arZ5tdOI1mXCYb27tqB4+dmz+WNckydMeiAt+bcT6HB9qx6k0E4xF88TB2g5lgIkKtVwtNWFo8kfWtmjvlG427OKvss2GlS5Hiw0JRFX616b/vWgoHoC/s4087n+dPi6//mHqmIQgCRUVFx20PhUI888wzWK1Wxo0b97H26aNim3s9Ifn4bMbDUVHZ0L+SYvMoROHTs5Ye8mjjpiAIxMNDAr6j9jA33vMgA53tvHHvndTt2Eo0GBgM8zLbHUQCfow2O/ljxtKwc9vgsXI8zrhFS2k7uJ+GXdtJyy+iZNJUnNk5TDvzPCxO5+C4mVnoIOiL4MiwfKB+h/1RUKGnxTNieyKm0FDdRTQUJxqMYzDriIW1RH0ddQOYrJqoFyVhMDYe0BbHxWELTnse1f7tHTYu50+Djl3a7ybnUDK7jIohV3l7HpjStLruzRuHjh11CtS+zolRYdmvoPuAJthjfi0pntGh/d6TzEsz5iyoSy6mH3weJlz4Ht9SihQpUqT4NPC5FvAuZzkzp3wPAZGGltcY8BxBUWJEYm4O1T5OU9tbwzLVA6hUll9MeclZxBMhBEHC62sYFPA6nYVY3Ec06qZq9BV09+6mtGjZCZPWARj0NiZWXYuqKshyDEkacs3z+po43PAMxfmLyc2eDkA8EqZj/14ifm0CFU1m+BX1epRk+Z54KESgX7OuHRXvOosFkhYQyWjEnpk9mBCvwdPFpS/fQakjm6dW/AhBEOgJeYb6KOrIMNv51pRz+PGGh4jKcSZnl/FWy14E4NTiiTxftxVVVekJe+gJexAZsn7Y9WZybVodegGByVml7OltHNxvlPTkWdP49up/EoxHEBH+H3vnHR5HefXte2Z7UVn17t472MbYGNsYMB1TjakhgQBJKC8kEAj5AmkQSiB0E1ogmGKKgdCMKca9d9myLVnF6nW1fXfK98esmiUXgYot5r4uXdLOPDNzNCvtM+c55/wOMWYbN409mwdWL0SJpj58W7ydiwZPYVddKdePbhEt0tHR0Vh2YCel3g5ar3TAV0VbqAk0kmRr306yJ1FVlfvvv5/q6mpuvfVWLJZO9N4+RgnKAQp8R6dC65O9FPr3MdDRuUXc3iR9yDAu+cNfEA0G1n/0HqW7dxIJhfDW1rDsjZfY9MX/mpXqAVRFYfqVP2PyhZcS8vsQRQPl+XnNDrzF4cTvbsBbV8vMn91I/vo1nHjOBR2K1gGYzEYGj89AVVVkWcFgaFn88DYEKM6tIrW/q7kVXCQkUVZQR9CnRbNDfm2uFI0CiqQ2j/G5tUX8JufdaBGbI/EGk0iMy4a1KUJfvQfl5bMhcRDiDV9qvYlbK8MbzOBMgZn3wke/0urVsyfB7k8BAYadq0XOVRk85dqXINKc6meJhdgM7WdBhIyJUNqy4IHRCnFZsOg6zWFHBGssnPpb+N//taTS7/kCxs2Hyu2asr2Ojo6OTp/g+Fn27yaSE0aRlDCCSeP+D1XRJu6E+GGUV204yHnXKC1fhaLI1DfsZc3Gh/AHahEEbVK3WRLJyZzJsEGXkuQagST52Vf4SXPqXxPlVRs4UK6ttMtKhGVr7mPJ979hT/4HLF1xBwfKV1BSvpyaup3sL2npwV68aT0Htm4AQUA0GBCMRrJPmITR1LYmT46ESBo4BEdiMqLRhOT3I4VCBBvdyKEQDaUlbFr0X0q3b2FvQzneSJAdtcXMeOdebljyNPOHn9p8LoMoUu6r51ffvEBt0MPwhCwyHImICM1p9bVBDy5rDPFmLSLS5HSf2W8CH174B+YPP5UkWwwjE7P5zfjzGOrKbHbxJUXm3A//zN4GLdJ+8ZCTWXrZX8mrO4AoiFgNJkYmZKECMRYHH154H+NT9JY4OjoHs7JVN4gjEVFk1pT3bmsaVVX505/+xKeffsrkyZO56aabetWerqIsWIJ8iJKhjjgQ2H/kQccY/cdOIGfUWC6+90Gk6OJx1sjR5K1e2cZ5byL3+29RZJnS3bm89ae7aayqahZqjUtKYdwZZzN9/nX0Gz2OkN/Hmvffbjdv1pQ1NkfPFVlh09J9rPt0N8W7Kln/RR5VxQ1UFjXQUO2jLL9lIaskr5rSPTXavCkKCKJA9rAkjMa25RqypJCUGYsj3opoEJBCClJEIeiLIEcUGqp8bP46n7J9tUh1JWwa9DIbEv7M+iV7yF1dBJN+0XIy0ailrr99JfiqIXUsxGa3OOmr/qVF4+1JWvQdtLp1gBEXws0rtPM5UiBtLMz8PaSMoqkMDzkCz06GKq3fMCdcA3ds13rSCyIYbdpxKGCLh5uXawsIOjo6Ojp9gp90BL41giAwYuh83I2FDMiew4r1/6/Nfi1t3ovXX8bG7U9hNNpp9Bazc89/UdUIVksiw4dcTnLCKABq63dRWaO1jxk6cC4WsxbxDgRr2bzjOQBiHJnU1u/CH9DS6moadhMON1Jdu4OhAy9ClsNkpU9rtsGVlU1d8X4yRmkt4RpKS3CXHSDs94EoQlRMqK5IeyAcf9EV7Pj0QxTAGhePMzmV2JRUqgv24akoQ46EmZAyDKMgIqsqVQE39eU+sp1JOE1Wxib3Z7+7ioBUhxI994bKfWyo1Oo2RYRmZz3fXd7uni4p2syOmkL6xSYjyTI7a4u54aunSbO7UNEeReSD0n1tRjPnffBnKgMNABgReWb2LXy+fwPbqgv58+q3+P3kyzAb9D9dHZ3WhORI58ZLnRvflYTDYe655x4+++wzxowZw/PPP4/J1F547HhEVts7sIdD6uT4YwlBEJh13Y1UFuRzwrkX8sbdbaO8tphYAp5Gag8UsfiRP2NxOKkuLODrV15AjkSITUph+tXX03/sBACKd2xj33qthGvq5VfhiNec25A/wp71WgtYe6wFd7WvOZLurvETCck0VHnJHp6MIiuk5MQ32xCf4qSuwkPGwATqq3y4q3001PgJB6U2HdqaFOrHzRrIjhWFIKtYnWac8VZiEmzUHPDgqfMjSwpK/1OJ5O3RtOiCWutVxVCPaImFzIlaTXrE3zwnU7xS+wK0uEl0e00Hi2i7PtLS7hMGgiJB+RZ482KIzYwaK7RE2Jsw2TSH3hOdh0UjzH9Lq3sv3QCf3gVzHgKjGR0dHR2d4x/dC2pF/6zZgBYZGtTvXCKSnwHZZyKKJhRVYsvOF3E3FhAOexk55Cqs5ngqqjcSCNYyfuQNJLha6soT4ocxuP8FWMyxzc47gNkcS6JrBLIcwm5PwetvSbsbOWQ+dQ15ZKSehNXiYtzIViv6QELOABJyBgBa+zhfXS0pQ0ZgccYSk5xKwN2AyWrD31CLqoItLp7R515EfUkhlXt3U7Mvj6C7gbi0DAIN9VhjYkmxx/H+BfdS4qlhReku3sn7nrfyvge09PemdPpBcWnsPchJtxpN+KW2Ijs3jDqDVeW7ya3TWulV+Boo89W3GdPUmi7ZFkdYkWgI+bR7Ixp5J28FYaXlgdZhsrKqbDf/yf2GKr9WOnDuwEmcmHp8qDfr6PQUKfb4To1PdXRufFcRCAT4zW9+w4oVK5g4cSILFizA6XT2ii3dgcPQud/FYWzfaeR4YsJZ5wPavDl57mWEfD5OPG8uRpMZWYrw6VOPUrFvDwFPI6ddfzMOVwJ7167EU1PD2b++k6yRo5vPlTVyFCdfOh97bHyz8w5gshiIS3IgywpWh5mAt2Xe6T86jcZaH8mZcZhtJoac0LZ3cEJaDAlp2j0WBAF/Y4iU7DisNhNOl42gL4zRbMAfrZG3OS2Mntaf+koPVSUN1BxoJOiLEJtoI+ANYbGbMFtNjJ0xiKAvTPDAXmKW3YHo26Zd0BrT4kgnD9PE6VpjskHE13bb1Dug4BuoiJ7DXaop2LemqTVdTBpIIQhowo8YLLDhVa2/fBMWJ+R/C2uea7Fl9KXQ7+RDvIs6Ojo6OscTugPfAYIgMGzQJe22T5t4P3UNe3E60jGbnIwYMo8hAy4gEvFhsyUddA6RoQPntjuHQTRx0oTfNb9OShiB2eREEAzYbcnExw44KhszRo0jY9Q4AFKHjmjeLksSm997k0goSMjnoXTbJqrz92C2a72VvdWVeKsrAag/UEzKkOEk2mKZ979HiEQV60VBRERgfPIArho5k0AkzJKizc0OvAEBg2jg6pGzeGn7Ekyikd9PvpSagJtYs51+McnNDnyyLZbKQFT0CIGhrgzy6rUHkaqAm9Y0Oe5N6fUuixNfJMj9K99AFAREQWBaxkhGJLQXwtLR+akzd/BJPLflM9QO+0a3Jc3u4uT0nu8JL0kSt956KytWrGDmzJn861//wmq1HvnA44h0azYxxjg8kvvIg4FhztFHHnQcIAhCh73ar/rbPyndnUtCZha2mFhmXvMLpl46n6DXS2xySpuxomhg6mVXtTuHaBAZNa1f8+u4JAdGswFBELA6zMS4bEdlY/qgxObWc6n9WhYIZFlh89f5SGGJkD9C6b4aag40YrZqj0je+gDeek2wr6HKS0pOPCaLke3L96MqViZE6kAwaOnrWZNg8i8h7Iddn7Q48IJRE72bfDOsekKrkz/z71oqvTVOU5RvcuBj0sBTFj1O1NLnK7drrz0HZbs1O+7R9HxbEoS88PFvWmwadBqkjz2qe6Sjo6Ojc+yjO/CdJCG+bS9Vo9GG0Xh0Dw8dYTHHMWvqo4DQRsTuh6IqClI4hCJJNJQeoDp/DwBSONRmXELOAPpPnsr+dSup2pfHSCGWPUYfz86+hSFxaZz14YP8Y8MHDHFlcP7AyXywd1XzsQbRQFiReG3H17gsTh6f8QumZAzjlqXP8W3JdlyWlghUk5PelG7fvrlPC06jlTsnzuWMfuPJrS3mpqVaqYHNYEIQRCYkD2R56U6u+PQRPp77xx99r3R0+hLZMcnMzhnL0uKtRxx79ciZbTpP9BRPP/00y5cv57TTTuOpp57qM2nzrREEgTGxJ7Kq7psjjs22DSDe1LHIaV8ic3jb7gJmmx2zrXMq8m2Otxo58YwhINBGxO6HoioqckTrB++u9lJzQBOIlSJtyxtcaU76jUqlcGclVcUNCIKAYDAgXPs+xCfBMyfCkvu1nu5jL4fNb7QcLBo0Z3vNM2BPhEtegYGnwsIrYM/nWj18E01OuiBGa+MPsyhnjtEU6Uecr6XbL7xc226ytywo7PsaXj4Dbll16PPo6Ojo6Bw36A78MYDB0HXKy0azmfFz5yFFwogGIwaTCTkSQZEkkgYOIeBuwJWVQ84JkxFEkYaSYqRAgL+MP4+k0WOIs2iR+iGuDDZW7mNvfRlPbFyMCmTHJHHtyNOwGc38Y937SKpMbdBDkaeKKQxrTnGvD3kxCCKyqlXIW0QjybY4DvhqCUsSL51xK7/7/lXqQ23bLHmlIDtrixmfMoDGcKC5PDEsy8hEWFmuCfYUNXbc/1dH56fO3065hgNf1LK77sAhx5w3cBI/74VODrW1tbzyyisYjUZOOeUUPvvss3ZjTj75ZFJSUjo4+vhidMwJ1IQq2ePbecgxCaYkZiWd04NW9S0Mxq5bgDKaDIybORBZUhBFAYNR1GrdZa1tXcATIj7FSc7wFARRoL7SixSWyRqaRMagRIzmqCBeyggoXq1F3b9+EFDBNQCm3KIJyy35g1bX7quGunzNgW9y1v01Wu26ImnHGS3gTIOGIpDCcNX78OFN2rjWhD2a4549CYJumgv7pZBWK1/wrTauNr/L7peOjo6OTu+iO/B9EGtsHCGvh9wln2KwWJEjEQRRJG34KCLBAPkrl2G0WMgcM4Ghs85kX0EuSSNGsWjPShbuXsZfp13Nf8++k+lv30NN0IOK9tB/30mXkWDVaglPyRzJ81s/J93h4uIhUwEoatTE+EyigZPShrKmPA9JVbj9xAt4dcfXAJT763lt59ftnPcEixO/FOL9vat4f+8qTkgZhIqWrj80IZPhrkw+KViPpMpcNnQaOjo67YmzOPjvOXexYOsXvL93JXXBlv+zAXGpXDV8JleNmNHcU7sn2bx5M+GwVrv85z//ucMx//73v/uEAy8IAjOTzibVksF2zyYaIi2q6FbRxjDnaCbEn4xFPP7b5vUVrA4zIX+EXWuLMZg0B14QtFT7SEimYFs5RrORzMGJDJ2YSc0BN6n9XRjXPQ3rX4YLnoLrP4fHhkb7vasw5nI46yFwRKPrg2fD949BXAZMuFrbVhd1rA1m6D8d9i/TnPhZf4TVz2j7Gg9o9ez+Gtoo79kTtVT9zW9oX9lTtH2CAVJHQeoY2P4uKBE4oX15g46Ojo7O8YnuwPdR9n7/Df76WhAEBFFEVRTqS0toKClECgVpKC0hc8wEVntK+M32hQw7sAyr0UyZt45VpbuZmjGCl868lV8seZraoIeSxhqe3fIZ902+jHtXvM6q0l3UBBtJsMYwLXMkIxKySLXHI3lribXYWV+5D0lVMAgiZ/c/kUfWfwBAQA4jRWvd48x23GE/AMMTs6n2u5vbyaXa4zkhZSCbqwrYVVfCrroWQZ+JuoCdjs4hcZqs3DVxLrdOOI8t1QX4IyESrTGMTurXK457E6effjp5eb3buq4nEQSBkbHjGRk7nupQBX7Zh0k0k2JOxyjqU++xyN4tpfgbtXIzQQBV1WreG6IR94YqL5mDEwn6wpTuraW+0sv4/P+Bu1iLdA+aBde8D29cHI2y74dl/4CzHobFv9LGeCvBngyDZmut3mIyQC7W2r0VrdScd9EIoy+Cr+7XDIv4tdZxoI0LRIVh08Zq56uK1tnHZmhOfMlarZ6+qaYeoN/UHrmHOjo6Xc/GjRt58sknyc3NxWKxMGvWLO666y4SEvp+CdaxyoIFC3j99ddZuXJlu31lZWU8/vjjrFmzhkAgwIknnsgdd9zBqFGjuuz6+lNEH0WOtohKGTyM9FFjaThQTNDrwVdX27wdoMyrKdlKisxFg6cwNX04142azZf7N3H7d/8m3eFiVGIOW2v2s7VmP5PThvBx/loAREGgLujhDyteZ1LqUPLdmqJ+0O/GabISkiPYjRYsRhM5ziSKvVrq341jzwIENlZp7eguGzKNX46bw++WvQqAUTRw87izuP7Lpzqs/Fuw7QvOGnBit9w3HZ2+gtlgZHLa0N42QwdItqT1tgk6R4Eiae3dkrPjyBiUSH2ll5A/jC/q1KdkxwM0nNL+sgABAABJREFUt7BTFRXGXQkDZ8CU30DuR/DutRCXBenjoXS99tXvFNj2tnYRQQR/NXz0a+h/SksrOU8ALLEgBcHkAKNVS7+v19rCMv1O7XuJ1maPE66FU+6ED27UXosmmH4XvHEhHdbMf/8YjJrbdTdLR6ePIrvdKH4/hrg4RPsP1+roKjZt2sS1117LwIEDuf3222lsbOTVV19lw4YNvP/++32qi0trZElBisiIBhFTU5nSMcKyZct4+umniYuLa7evvr6eK6+8kkAgwLXXXovT6WThwoXMnz+fd955hxEjRnRwxs6jO/B9lBGnn42nqoKEnAEIoogzMZn9a7VVIktMLAn9BgLw4vYvAWgI+Xhg9VvEme18XriREo/mbMdbHCw6/x5u++ZFvi7exkNrF5FkjaExHECOqtbvqy9nT70WOReAS4ZMY0raUNyRABcOPomILBGOjrUZzCzctYw1FdpDi0k0cOWIGdQGvPSLTWFbdSGSIuOXwjw56wY+zl/H+vI9pDlcWI1mlh3YQX3Qx46aIkYntagS6+jo6Ojo/BiGT87GUxcgIS0GQRRwxFnZv0NbmLY4TCSkayVkpXu1+VH118Hy/wObC3Z8BA0F2olsLrjxW3j3Gsj7DL64FxwpWo16U5vUqt0tkXNELaV+wAwtuj7+Ci3iLkfb5ZkcsO7fUKi1eMVghkk3gq8GEgZD6SYtTT7ig8v+A1vfhcLlEJ8JBjvs+1JrO1e2GTIm9MSt1NE5rlAVhcbPPqd+4UICmzZpG41GYk47DdfVV+GYPLnXbHvkkUdwuVwsXLiQmBjtM2jUqFHcfPPNfPDBB1x77bW9Zlt30Fjrp7ygjrryRtToWqTTZSN9gIukrLhezSRUVZU333yThx9+mEgk0uGYV199lfLyct59913GjdO6hZ1zzjmceeaZPPvsszzzzDNdYovuwPdRzHYHif0HAfBJ/jpizXZOnTyV5EFDcSQkIkQVqPvFplATaGRkYjbLS3Nxh/3Nae3XjJjJbSdcwMbKfAJSGBWVimhf+CRrDDVBDybR0Nx+ziQasIgm3tu7kg/3rUZWFXJiklhSuLm593tADvN1SYtKtlE0sKeulPtX/ZeIIjPclUWSLYb5nz7K7yddwl+nXd08dtx/bgW0PvK3LH2e5Vc83L03UUdHR0fnJ4PZaiIxQ+uMsGvFd1gcDgaMn0hyVhyOWCuCqD04Wh1mIqEA8TGaM+5TXexJ/QvxtjUMyArCrPs0MbuwT1OR90R7uDtStPp4g7nFOTeYNIG7za/Dljc14bmEAVo0v6n3e8QHeZ+2GCoaoXInfHyr5rinjtbO/fKZMOfvcOFTLWP/kqp9byzVFO9/+9MpY9HRORrUSITSO+/C89VXbXdIEp4lS/AsWULyHXeQdPNNPW5bOBwmNjaWSy65pNl5B5gcXVDYtWtXj9vUnZTuq6FoZ1W77d76AHvrA9SUNTJsUjai2DtO/Lx589i6dSuzZs2iqqqKysrKdmMkSWL69OnNzjtAcnIyAwYM6NL3S3fg+zhbq/fzu+9fRRQEll3+EMlJyW32/+esO6gJNJLmcPFx/joeW/9Bc+u3m8edzdKiLdy74nX6xaZwYsogNlZpgjtnD5jIf3d91+y8A0QUGVnVUhCbEvgeWf9Bc117E2bRSESRUIGAFOaeFf9p3re7/gAZEa2m5+H17zM8IYspGcPZUlVAqFWf+Elpeh28jo6Ojk7XU743j8+efgxBELnphf/gjHe12T96Wn/CIQmLzQQJ/8azeQsBaz8kg5MB04fD7k9h8S1ab/eckzVnHmDURbDuxRbnHbRIu6K0NeCrP7aKzkcxWKLHqVpN/OKbW/ZV7oC4HO3nL/+gOfQDZ0DJepCD0UGCXgevo9MBlQ//o73zfhDVTz6JKSuLuPPO7SGrNMxmMy+++GK77U2OYHp6eo/a053UljV26Ly3pr7Cy/5t5Qwan9FDVrWloqKChx56iIsvvphrrrmmwzF33313u20+n4+SkhKGDRvWZbb0fCNgnR4lJyaZoa5MTkwd3NwibqPbR3lIe4Awiga+Kd7GA6sWsrWqgKqAmwGxqfz9lGtItMUSkLTaP6fJyhvn3MllQ6dxes44AlKI0YnaA4OAJjoHoETzXZSoI3+w8y4iEI46703YjRZMooGT04cjIHDT2LNIscchCgJG0UBd0MPifWuJMVkREVCBVWW72ywe6Ojo6OjodAVxqWkk5fQnc8RIrNH6Uk+dn1BAS5kURAHL9tfgf/8HB9aTUvhv+oWWMGxcPDiTtcg7gCUGfvaZVq8+/DxNMb45hV3QBOxAi7q3/n6w8y6IWg/51jOnyaFF8gfM1M41/U6ISdfU9wwmLb1+61taXb0gascWfNcihqejo4NUV0fDokVHNbZ2wYJutubIVFZW8vnnn/Pb3/6WpKQk5s2b19smdRkH9tQceRBQVdxAONg7n2NLly7l4osvPurxbrebdevW8ctf/hKfz8fNN9985IOOEj0C38dxWZ0suuA+vqxx83F1Iw6Dget37CfNbGLLtFHc/f1rzaJ0dqPW0mh/YyV768v525p32R1Vf89v0HrV/mXa1XxWsIE7l70MQIotjiRbDKfnTOCpLZ+0ubbdaMEfXQBoIskaqznwgoo7pKXqT8sYjgo8MPVKbEYzDpOVcwdO4t/bvmBrdSFrK/bwdt73xJhs9I9LpcBdgawoGHqxDkZHR0dHp29ij43jmoefoq7CQ225D4NRJG/dAcxWIxPnDIUPbmoRpTM7ENUwmbl/grga2PdfKN+u7auOpqtf8DTs+ADeu157HZMOjmQYfj5897e2Fzc7WhYAmnCkatF3VYFgVIF+0GmACuc9ASY7WJww5lJY8QQc2AD7l8OGl8ESB4lDNLE8RdJazOno6ADgXvwRajh85IFAaO9e/Js2Yz+hd3QkJEli1qxZyLKMwWDg73//O6mpqb1iS1fjbQjgcwePPBCtO0hVcQNZQ5OPPLiLMZvNnRr/61//mvXr1wNw9dVXc9JJJ3WZLboD/xPgj3tLeb1MU5+fl+rCJAgkm7W3fmnRFgCGJ2SRV1fafMyyAzsocFdgizr1QTnC27uXs6I0l9NyxiIKIjEmK4/N/AXXff4ExZ5aYkw2PJFA8zlOShtKZkwiq8t2NyvUVwW19PzhrizsRgvlvnq+KtZq4uMtDv56ipaSUuqpZcE2TWBvZtYYbEYznkgAjzuAAYF7Jl2CKOgJJDo6Ojo6Xc/+HRVUFjYAmiq9IIDJEn1k2hVdrE4do6WvN7H3S6jZo0XHAaQAbHgF8r+GYedozrM1Fi55CV47D+oLNQc75G45R7/p4OqnRcubFOq95dHrjdUc/MYDsDtqgy0BLnxa+7mhGJY/rv089CzNjpA7en4jzPkbiPq8qaPTRLiwsNPje9OBf/jhhxFFkUWLFnHPPfdQUVHRpVHd3iLgPbpFlB86vre47rrruO6661i+fDlvvvkmhYWFvPTSS10ixKc78H2UhojEerePmQmx5DfWNW/vb7OwbdooHAZtEl9wxq/JqyvliuHT+V/+etZW7GFc8gCGuTL427pF5NYUYxINjEsewLcl21leuhObycyHF9zLI+ve59rP/wmANxIgzty23cbq8t3cln4BA+PSmx34Jk5IHcj7e1e12bamPI/pb9/DnP4ncO3IWcRbHDSEfHx3YDsmsSVqEGtxcOmwaV16v3R0dHR0ftpIYZnGOj/xKU7CtS2L0VaHmYlnDcNgjDq/Vy3SROQm/hy2L9LU4TMnabXnX9wD5Vu0tm7Zk2HPF7DvKy1KftP3Wn37a9E62lAjWOPbGlG4DAb8AZKHtTjwTWRPhi3/bbtt/zJ4bCiMnAtTbtEc+kCddl1Dq2iRLV5L5dfR0WnB0LkFLcHYexksVquVCy64ANBUza+88kqeffZZ5s2bh8vlOsLRxzad9Wd7U4m+M5xxxhnN32NiYnjppZdYtmwZM2fO/NHn1pdi+yi37irmmu37eaywgrxqrd+6XZC5JM2Fy2TEHF2Fn5Q2hCnpQ3l43Xu8u2cFH+5bzbNb/seqst2UempRUHEYLfxi9BmoqkKGI4F0WwIXffwQK8t3t7nmiamDMYkGmv6tsmKSeGT9+6wp382cfhNItsQ2j3179/ftatgVVKoDjXy4bw0XLv4bvkgQk2Ag05nYZqzDZO2GO6ajo6Oj81Nm76ZSdq8toWR3NXKxFwADkJwVh8lsaFE+7j8NBkyHL++Dja/BloWw7B9Q8K0WBVcVMDth6m2aQF1cttYbfsGpkP9N24vmTI062tFzx/eHJfdrEfiRF4KjlUjVhlfaCuAhaPmk3kpNwf75aRD2gGiGuH5tx1r6Zq9oHZ0fg62VUvgREQSsY8Z0nzGdQBRFzjrrLMLhMPn5+b1tzo/G6bJ1anxMJ8cfC5x7rrZwm5ube4SRR4fuwPdRcqzaynuyyUCDbSCoKrFGEyet2cW3tY3N4yKKzKWfPMx/d33HrroSRASqA428vOMr6kPaA8yg+HRu+fp5VpTtosxXx0s7lzSL1AGMTsyhf2wKK0tzGe7KYsklf2HdlY9xauYo7NHU9y+LNtMQaanrU2gRvLMZzYxLHkCZV8sU8EWCqKiIgkBElSn1aun/mY4EfjbyND668L5uvXc6PYcsB/H7i3vbDB0dHR0sdm3eNFkNNLpMoKoYzAY2Ld1HfZW3ZaAcgRdnwroFULFdE4nzVsCqp8AfFWJKHgZvzYOCr8FdAiufbBGpA03MLmGIll6fOhpu2wL3FMHg07U0+VCj1kou0FrYSdEWB0CL6GedCO7o52fYq+0TRFDC4C7StsfnwJRfw80ru+GO6fQG+rzZdcSefTaG+PijGus4eQqWAQO616CDKCoqYvbs2R0q0Xu92meS1Xr8B7WsdjPxqUe3yGgwiiRlxXWzRT+cefPmdVjW4PNpPlBXvV+6A99H+dvQLPZOH8NVGUlkWi3EmgzYjEZUIKy2KNkaBIFEq9ZbMiC1rNbHtIpyy62c9emZo8h0JJDtTCLGZEMUBPyREIWNVYQUiR21xSzet4Z7lv+HV3Yuxd/qnK2j6KZWQjoui4Orhs1ofn1S2lDePOcupqaPYKgrEwEtNhGUI7yW+w1v5S3vilukcwxQWPhvysreo6Li8942RUdH5yfOwLFpTD5nGKn9XFjsJgwmA6JJe0xS5VYK8IJB67sOWo/2pl3mlj7NbVrDDT5Da/Pm6q/VvAsGCPmgbq+mLl++RVOM//BmWP10WxE7pZXastg6JT4BJrXqSz3gVPj5FzBwFqSMgqaZMxKANc/Chpd++I3ROabQ582uQ7RYSL7jjiOOEywWkm+/vfsNOojs7Gx8Ph/vvvsugUBLWY/b7ea9994jLS2NESNG9Lhd3UHO8GREw5FT43OGJ7eUMx2DJCcns3z5cvLyWkqgVFXllVdeQRRFZsyYcZijjx69Br4PExOt1Vl+0nAkFcKKQnkowghnS+qJKIh8fsmD/Df3Wx7Z8AGT04cSa7aT31BOVcCN3WDhnkmX8KdVC7GbLLx4xq+ba0+q/G4u/uhvFDRWtrnus1s/PaRNAtqzTqRVJKLMV8/dK14jzRZPqsPFU6fdxOqyXXx7QFPyTbA4CMkydUEPoiAwOqlfF90hnd6ktnY1qqo9nPp8+3rZGh0dHR0wmrR5c8LswaiKiqqohIIRHLGtoiaiCLduhLUvaDXtA6aDNU4TsPNWaOJxc/4Kn9wBFodWM99Us+mpgBemQ+2ethde9vBhrIrOnEqrlPjGA/DhjRCTCbHpcNnrsP87rfYdwJaopdD7arQFg8wTfuSd0TkW0OfNrsd1xTyUQICqRx9tu/AWRXQ6yfzXk51Lt+8iRFHkwQcf5LbbbmP+/PlcfPHFBINB3n77bWpqanj++ecxGPpGZwlnvI0RU3LYva4EOdL+fQDIGZFC+qDEHrasc9xzzz2sWbOG66+/nquvvpqYmBg+//xzNm7cyK9//WsGDRrUJdfRHfg+iE+Weau8jlSziQZJIstixiKKTHU5iTe1f8vNBiM/H3MGM3PGYDeYmbnoDwAYEAkpEeZ/9hgD49LYUr2f/+R+w89GzWZbdSFfFG7EF20TNzFlEAXuSmZmj+GDfasBEAUBRVW5buRpLC3eQrm3HqVNB/i2VAQaqAg08I/173H/SfOYP/xUBsal8VnBBjZXFwBaGv2U9GFdfct0eoH6+tWtXh3670Knb7Fx40aefPJJcnNzsVgszJo1i7vuuouEhITeNk3nJ4wSlvGtr8AQY0YJSBhcFkSjiGVgPEZzBw/IRjNMuw2Gna2lsz8xUtsuGEAOwitnQtIwOLAe1jwHJ/8aDmyEnR9q6e4AOSdDzV5NMb5JnE4QtVT4Kb/WlOYbSgG5/fWb8JRqX0vuh3MegYm/0NL3t78HB9ZpY+KytAi9znGPPm92D4nX/4zYM8+g/p138X77DYrPjyExkbjzzyPuooswxMQc+STdxJw5c3juuedYsGABjz76KCaTiRNPPJEnn3ySsWPH9ppd3UFckoMTzxhCdYmb6gNuIkEJ0SjiSnWS1t+F1dG5Nm69QXZ2Nm+99Rb//Oc/efnllwmHwwwdOpTHHnuM888/v8uuozvwfZAXiqt5tLCiOdoNWq3E2pNHkm099B//wLg0AH4++nTezVtBnMlOqV+rSxej0YM4s50/r36Ld/JWNKfWGwUDG6rymZw2lL9Pv5ZzB07kr6vfZb9Hi8z/J/cb0hyuDp13l8XZXGvfhNNkpcBdwa0TziPBGsPO2mK2VBdwer/xPHDy/B9xZ3SOFVS17QOpxZJ+iJE6fYlNmzZx7bXXMnDgQG6//XYaGxt59dVX2bBhA++//z5Opy60pdM7eL8/QOPSg+qKBUi7exJG12FqFpOGaN+n3gYbXgWbq6UuvSnqbnPBp3fBhtdAlbRtogmKV0P/6TD3WRh9CXx+N9Tu1faveRZiM+nQebcngr+27TZLjJYBMOs+cCRB2RZt8WDEeXDuE524EzrHKvq82b2YMjNJufP/SLnz/3rblHbMnj2b2bNn97YZPYLRZCB9YALpA4/tRf033njjkPuGDBnC888/363XP3aLCHR+MBNitRR5FS3xzgAkmIy4jrL9xd2TLmHD1U9w4dApADhNNm4YfTpfX/pXJqQMYuHu75FVBWO0D7sUnVS2VBWwtGgLUzNGUOStanNOTyhAR7R23i8cOJk3zr6TialDuPSTh7ny08cA+NW4c1CBr4q2UOl3d3geneOLQKCszWuHQy+L6GqCeXnUvPACVY//k9rXXiNSWXXkg7qZRx55BJfLxcKFC7n22mv5zW9+w2OPPUZhYSEffPBBb5vXPfj9sG0rrF0DmzZCTc2Rj9HpcUzZB0XYBBAdJkT7UcY5zvwL3HcAxkcXmS1xcModcPt2yD4J1r+kOe+iSdvfVNtesg52/Q8GzYK6g9Skg410SGvnfcwV8LNPod9UTVjvlTna9hm/A1StZ72nrKOz6Bxn6POmjo5OE7oD3weZ7ool1aw9dKho6/cWUcDZyf6V1448DdB6vP9+xRu8setbMpwJTEgeCICkKlw4cDLDXVnEmGyEFYn/7vqOTwrW8Zvx55Hp1OpUrAYTs7IP33pjVGI2/5hxPZPShuA0WxEFgdhoX/k0RzwzskZzcvow+sUmd+p30Dk2aWjY3PyzyzWV+PhJvWhN3yK0dy+FV13N/gvnUv3kv6j997+pevgf7Js9m9I770R2984iWDgcJjY2lksuuYSYVumIkydPBmDXrl29Yle3EQrB10vhzTdg9SrYshnWr4P3F8HiD6BWd+SPJayD4xFjTC0bVBAMIqKlk4mKJ92ifQ+5NVG6dQu0NnLZ2oI4SgTGXgGpYzQnXw5pY7a9CzPv1VTjAYxWLbX+cKSPg0sWQP9TtAi8IGq1+KBF74ecCQNmQELX1Fzq9C76vKmjo9OEnkLfx1jb4OWW3CKqwhLpZiPlYS1drzQU4amiSm7rl3rEcxzw1LKuYg/nDpjIr8adwxeFmyhwV7Cxch8vbf+yuR5dROCjgnXNxyXbYukXk8Ld37/GyMRsbhh9Jg+ueYugHKHYU9087omZNyCrCiemDOLt3d/zxq7vuGGMFjX4Yv9Gyn31fHPZ3whJEbZVFzI2uT8Lzvh1V94mnV7G728R31GUQLMwos6PI5i3h6JrrkFp7CByJ0k0fvY5ob376LfwzR6v6TObzR22wmly3NPT+1A6aDgMn3x8aCe9shI+/gjOvwCS9EXJ3iZU6Kburd0onghinBnFrYnFye4Qjd+VEDsz+8gnqS+CwhVaKvypd2st4GryoGiV1kKuZA0gaGn1295uOc6ZqjnYH/5Sc8in3QGf3glSCOr3t4y77D+gSNpCwIZXNAG9aXdo+3Z+CO5S+L+dmur8gY1ai7mrFnXRHdI5FtDnTR0dnSZ0B76P8XVtI2UhLTUvoGg15yJa3/VXDlQflQN/17KX2FpdyOJ9q5EUhWC0Fdz2miIaQq17ubetaa8ONDI8MQujYKDS18AL21panGyrKQRgWsYI5vSfQKm3lr+vXcSZ/Sew6ZonUVWVLws3ccd3WqubgfHp3Lv8NeqCXl6ZcxtTM/pGmwwdkKTWmgciRqNe99xVlN37+46d91aE9u6l+oknSPt//6+HrOqYyspKNm3axD/+8Q+SkpKYN29er9rTpWxYf+QIezgM33wNl1/RMzbpHJLg7nrkqNOuhqN1xlERGe+qsqNz4N/7OZRugC0LNUc74te2l22CqJYMqKAepAXjrYS0MSAaobEMvn+sZWzpBu3HgbNgxAXQUARf3AMjL4Q/lGnnyv0IFv1MG5c8FD68RetFf81iLS1fp0+gz5s6Ojqt6bQD39DQwLPPPsv333+P3+9n6NChXH755cyZM6fD8S+++CIvv/wya9eu/dHG6hyZ81LiWVRRR3lYokHSHkTuzElhuz/IGYlxR3WO8SmD2FlbwrqKvc3bhidk4TBa2VilrQC7zA7qwz6sBhM2o5n6kA8BKHRXYhBFaoOeducVEKjwNfCbrxeQ5Uzkq+It7KorQRQEyrx1PL5xMQDpDhejE7NJsMbQGApQ5dPr3vsSkUhrB1PB7d6Ky6WnAv5Y/Js2E8o9ujR090cfk3znXRicjm62qmMkSWLWrFnIsozBYODvf/87qalHXlw8LohEIG93m00NgSDPrlnD94VF+MNhhiYlcvmYMcwZOgTKSiEjs814fd7sWWyjE/FtqkRpDKMGtHnTeVo2UpkP64ijFFLKPgnKt0LRipZtqWPA4tTE6kBr7RaoBaNNU64P1AIC1O7THHhfdQcnFrUa9neuhvhs2P0/qNiupcu7D8DSP2nDYrMgfQI4kiHYoLWr0+kz6POmjo5OazrlwNfV1TFv3jxKSkowm82YTCZWrlzJqlWrmDVrFo8++igOR9sHwnA4TOMRIkI6Xcfn1Q3NafNNNMoqjw7N5rd5JdSEI9zRP+2w57h38qVcMuRk7vn+NXyREMWeaqamDyfV4Wp24OvDWiQ+KEfQQhVavf1/cr8hyRpLSI5gFA1IikySLZbZOeOoCzTyVfFW8t3lmAQDBkGk1FvHXcteIcvZ0texIegjJEtcP+p0/rDyDX6/4j9MSh/SXFOvc/zi8ezG7y/CZuuPqoYxGuNxOgf3tll9As9XXx31WMXnw7dyJbFzzuxGiw6NJEk8/PDDiKLIokWLuOeee6ioqODmm2/uFXu6lLJSLboepS4QYN7CtylxuzEbDJgMBlYWFbOquIRZuwbw6KDBOA5y4PV5s2cJ5NahNIbbbFODCq6Lh1D/wV4Ub4TY03IOf5Kz/g4TrtZS4UNeLf194EyIy2xx4ANR8TmptairqrWZc6SAFATRrPV7d6bC8HPBW621k6vOA4NZc/QbiuH9X0B8KxEzf512/Mm/ho9/A4tvgf7TWmrqdY5b9HlTR0fnYDrlwD/11FOUlJRw++2388tf/hKDwcCqVat46KGH+Oabb7juuut49dVX2wgU6fQM2z1+FhRX80l1PQBJRpEBdgsg8GJpNfWSxJLaRr6r8xzRgQcY6srkwwv/QFiWyK0tZkxSfwyiyEvbl1AdaBsRlxSZuYOmUBNwo6gqq8p3IwoCkqJFMuqDXt7JW05OTEutZ+SgdijTs0ayeN9aAlKYgBxmd90BgtEe8wDecPCH3hqdYwRVlams/Kz5dXLyacTFje89g/oYird91ktXju9KrFYrF1xwAQDnnHMOV155Jc8++yzz5s3D5XL1ml1dQritI/jUqtWUuN3cPm0qv5w0EYMosqqomIe+W8Y3+QVc98ijvHrSFH3e7AXCpV68K0rxb4t2aLAbMCbZEAUB38pS1ECE4K46gnvqj+zAA6SOhJtXgBTWovGZJ4BogBVPaKnyUSJKJsgWTOOmaNtVBQq+1aLqSvTvx1en1bonDGw5v9z6b0uAwafD1re0dH3JD5U7WlL3USHUe//jOl2DPm/q6Oh0RKdU6L/77jumTJnCLbfcgsGgKZpPnTqVRYsWMWPGDHbs2MGNN95IINBxyzCd7uMv+8p4r6qeULS8LtZkxGUyYjdob/Eat5frM5N4bHg2+f4g/ygo50AwfJgzapgNRsanDMQgauf5aO4f+Nu0azCLLWs/kiqzpGgzuXUlXD/6dEQElFZ1fk394os91RgEEaepbU/dk9KGMjg+gyuHz2B65kjuPHEun+3fwF/WvotRMPDfc+5iWELbCJXO8YcgGDAYWjJ0ampWUFW1pBct6lsY4o6uRKZ5fHx89xjSSURR5KyzziIcDpOfn3/kA451LJY2L78r2M+UnGxuOWly8+fo1H45LLpyPjMGDGBHcbE+b/YSDZ8X4N9c1dxq3WA3YbSbEEza801ovxvHyem4Lh5CpNqPe0khUsNRLCYbzZA9SXPeAW5ZBRc8i2KIIyBPpDL8NJWBfyLlrtEc/ZN/A4JBc+SbUKNt5uoKtKi7JbbtNfqfAikjYNKNmiM/+0+w432tl7xoguu/gNRRP/IO6fQ2+rypo6PTEZ1y4Gtqahg1qv2EYLVaeeaZZ5g+fTpbtmzhtttuQ5blDs6g09VUhyO8W1HHxWlto1YFgTBLaj2UBLUodkkwQlCRuSA5ngf3lfFEUSX/2F/e6eslWGMo8lQRVlrS9AXAL4WoC3rxhYPN4nbD4jMwRHvFD4rTFKZlVSEQFcUziQZmZY9hTv8T+Muad3h5x1ec2W8CdqOZLwo3AeA0Wxmb1L/Tduocm+TkXI8o2hEEM6oaxuvde+SDdI6KmLPPPuqxYmwsjmnTutGa9hQVFTF79uwOlei9Xk2gyWq1ttt33JGZBa1+jxq/n1EpKe2GWU1GnrngPKZPnqzPmz2M7Anj21iJY3xb3QW5Jkhwdz2Res1Jl+tDqBEF+9hk3J/tx/NNCY1Lijp/QUcS1OVTG/gttZEHEJARxAhCuE4TnAt5oSkrLWWU5rADJA3XvrcWxTOYYejZMHIufPZbWPUvGH4BmJ2wc7E2xhIDmSd23k6dYxJ93tTR0TmYTjnw8fHxFBcXd7jPZDLx9NNPM3bsWFasWMHdd9/dJQbqHJ47d5dw265i3ihtq3icEI28y6rAnwdnAPBWeT3L6j2clRRLksmAV1KIKCohReGevBIe3390ojcFDW3HNcXah7syyY5Jat6+p6EMMdrmZExSS61edkwKH8/9IwbBwNryPby/d1Xzvj+uepO/rn23Of0+3uLEbNCbJfQVGho2oih+VDWMyzWV9PS5vW1Sn8E2ahS28eOPamz8xRcj9rCznJ2djc/n4913320TbXa73bz33nukpaUxYkQf6DZhMMDwlt8j3mqhuKFjIU5TahpPv/iiPm/2MPXv76V+0R68a8vabBdsWsRcUFXizhsAgH9DJcG99VhHJiI4jChBGVVWUCWF+sX7aFx6lA59zR4EtAX1OMPLpJuuxSA0aEJ3rgEt46pytVZzoKXgR1HjBqL+ai0IRihcDpvfaDnmf7fB57/TeswD2BO0LACdPoE+b+ro6BxMpxz4KVOm8M0337B06dIO91utVhYsWEBOTg6fffYZt99+e3NkRad7qI1okfCNnrbpl42KlornliTsoshIh5UhdguxBgP37jlATUTm8xo3qxq8rG3w8Z+yWh4trKA6HDniNf96yjU8PuPnxJhszdvGJw9gctpQ7lz2SvO2QXHp/P2Ua5mYOpjvD+wEQDHY2R4/h5nr9xJQFPxSiJ21bReFzKKRpu6msqpHpPoKqiphMrkAAUEw4HJNwGbTSyO6koxH/oEhOemwY2zjxpF8+209ZFELoijy4IMPUlJSwvz583n99dd58cUXueiii6ipqeGvf/1rc2nWcc+JEyFNyzqakp3DNwUFLN13UHmA1QqzT9fnzV5A8WnzXKSk7X1WQ9p8owRkBLMBY5oDY4oNwWqgYfE+VJ9EMLeWUIGb0H43vjXlNC4tRvYcuRyNC54mcf5Q0mLuwGn6AlEIQNZk6D8d3v95y7jkYXDh89BvKuzTUqVl1UV55QNUPLEVJSJD2AvlW9qe36Bp3mi/gD5v9hX0eVNHR6cjOuXA33rrrdhsNm699VYuu+wyPv3003ZjXC4Xr776Kjk5OSxZsoTXX3+9y4zVaY8pulJvFtpul6Jh8QZJ4bd7DpDrC7LXH2JZXSMhFSwCXJgcz8RYO5PjHFyVnsD/9Usl2Ww64jXjLQ7OHTiJnNhkjILIAyfP56JBJ/P6rm8p8mhiQLFmO/899y7OHzSZ2oCHuqiYjipakQULitGJKpgQaTHcbrQwIiELh8mKCpw94EQWnPHrH3+TdI4JKio+parqM0BFVWVKSz/sbZP6HOacHPq/9TbO004Dse3Hu2C3Ez//CnJefQXRZjvEGbqXOXPm8Nxzz2E2m3n00Ud54YUXGDRoEAsXLmT69Om9YlO3YDTCuefB6DHceuop2ExGbv3kf1y28C0+zdsDOf1g7sUQ1SHQ580exiC0/d5EtARdDUg0fLAPqcKHVBUguLceZBWMAraxSZhzYrH0j8MxKY2Y07IxxBxFtNuegDDmQoxJTi1F/tx/wvgrYe1zUKd1d8EaD9d/DmMv09TnfVpmnaLGoihOZDUZFRttHt3MTq2PvNkJqDDqYrhq0Y+5OzrHEPq8qaOj0xGdyk3u168f77zzDg899BCrV6+murqjnqWQkZHB22+/zZ/+9CeWLFmCIAgdjtP58bwwqh9Xbi1gl69FWMcIGAWIqM3aPFyaEs8Qh5UnizQl3D8OyuSG7BZV+MeHd77VzNvn3c3H+9aSHZvEb1tF3gEmpQ5mX0M5z2/5jJpASzskQ6SO5OovCEh+RCXApUNP4cO9q7GbLLx4xm8YlzKA3XUH2F13gPMHtog+6Rz/qK0FmoBQqOwQI3V+DOasTLKfe5ZIWRneZctQfD4MiUnEnD4bwzGgdD579mxmz57d22Z0P0YjTDuFfpMm8874CTz04ous3r6D6mHD4Oxz2g3X582eI3H+cKpf2YFU6W/ZKAKi0LL6DVjHJ2NKseP9tgSAuLMHEDOtJfrpumRI5y9+w1LY+jYkDID3bmi7r980rV3c94+At6p5s0ksItn+ZwSpXku7P+FnsGUhmB1w9XuQNVHrDV+xA8Ze3iKep3Pco8+bOgeTm5vLZZddxs0338ytt97a2+b8ZFmwYAGvv/46K1euPOw4n8/H+eefT2ZmJm+88cZhx3aGThcXDxo0iJdeeolAIHBYwR2Xy8VTTz1Fbm4u69ev/1FG6rRFVVUkFRaW1fKP/eU4jG0f9CTaPIMA8MfBmaRaTGz3BNjuDTA7sa2irayqXLE1n9JghPcnDCLdcuSIwqbKfP6w8o3mfu+t+bpkG1+XbOvwuIi/mDiTlfumXYPL6uST/HW4w362VBcwLmUAwxOyGJ6QdeQboXNcERMzGr9/f/SViN2u9yfuTkwZGbjmz+9tM3TMZgbNPp2XZp+uz5u9iKqqoKh411fSuKQQwXyQk6sAStuJ03XOQAyxZiJlXiJlPmzDEtqeU1GpeWUHckOI5BvHYIhr24GgQ4rXaH3aRVNLzXoTeZ9qXx1gUTaANQbOekYTxdu+CIL1ULJOc+DTxmhfOn0Kfd7UaU0kEuHee+9FkqQjD9bpNpYtW8bTTz9N3FF0/3n00UcpLS0lM7NrS19+sDqY7ShTMEeOHMnIkSN/6GV0DkJVVeZs2MM+fwh/tM69ToJJsXbWN7ZEE4bYLZQEwgSj7dxMooBfVtjQ6KdBkpDUtg8qfllhdYMXSYV8f+ioHPh+sclkOhNJd7g4e8AJPLZ+MYFWfWoNgtjcQi7FFofVYKLYq6UEWkUjM3PGMO0tTbRpUFwaH+5dw9u7l/PUab9kiCvjR9wlnWMRjye31SsFv7+k12zR0ekN9Hmzd1BVlapntiBV+1HD2pyk+iVM/WKIFLX0Sjck25Abglr6GoBBQAnLhIs9KH4J9SAHXw3LhArcoKhEqgNH58AnDIT4HIjNgtEXwVd/atW7nWg7uegijzMNTHaoL9Bem2ww7Gx4dDCgQtIwLRK/4RW4/A1I7QMikDpt0OfNnqNhn0r+Ryplq1WkAFjiod/pAgPPE7AlHxsZUS+88ELfaLd6GMJ+HxW7d1Kdv4dIwI9oNOHK7kf6iDE4k5KPfIJuRFVV3nzzTR5++GEikSNrhq1Zs4Z33nkHk+nI5cmdpdMOfFVVFc888wzfffcd9fX1pKWlccYZZ3DLLbcQcwykZ/Z1IqpKQaDFeQeYleDk//qlccXWfPzRB4zasNTsvMcZROKNBgKyQkBRiKgq4YMc+BijgbfHDaIyFOEUV9v3cZ8/yO/ySjgrKY6bslvaIaU5XHx92V8BCEkRwpLMPza837z/jJxxfFG0GYCqQFsV5tqQl7Pfe6D5db67Rdn+gsV/4V+zfsmZ/Sd0+v7oHLuEw1VtXsfFje8dQ3R0ehh93uxlZBWpJtDsvANYhsQTOzuH6pd3QETbrvgiLc671YBoM6JGFO04RVOeb41oNZL0i9EojWGsg+Pb7ItU+6n/YB+2kYnETG8VeYnLhDu2RwcFQYrAkvta9o84H3IXaz97D+oM46uCp0+kufdLTV7LvudPhstfh5EXdOLG6Bzr6PNmz7D9JYXdb7Z9Lpb8kPu6yu63VU66TyRrRu868bt372bBggXccsstPPXUU71qS3dRW7SfPd8uQZFbMgzkSISqPbuo2rOLjDHjGTC5Z1vgtmbevHls3bqVWbNmUVVVRWVl5SHH+v1+7r//fq644gqWLFnS5bZ0qsC4srKSSy+9lEWLFlFVVUUkEqGkpIRXX32Vyy67jMbGxiOfROdHYRZFPj1xKL/r1+JIX5GWwOR4J9unjSY22j6uTtJW8LMtJm7vl4YoCDiMBv4zpj+/zk4hx6pF2CtCEcpDYU5du5sXSqq5KNXV7pqfV7tZ3eDjxZL2mgeyqjJ3Ux6Dv13NMzu+o/XH2xdFmzG1qsUTD/pza2wddYjiMFlQgVJv7VHfE53jA/WgRSOL5fBq6To6fQF93ux9BKNIyq/GETO7Jf3YPjEVS/84Mu6fAlZtnlL92kOj6DITOysHQRQQLQYSrx2B89QsjAla60W5MYTsDlHxz414l5diG9c+KhTYWUt4vxvvytJ2+1RFpXrBJioe+AT5u39D65kzd7GWXt9s/EGPacGG9r+gOQZQoaHjNr86xy/6vNn95L3d3nlvjRKGNX9RqNpy6DHdjSRJ3HfffcyYMYOzzjqr1+zoThory8n75os2zvvBlG3fQsnmDT1oVVsqKip46KGHeOGFF3A4HIcd+/jjjyNJEnfddVe32NIpB/7555+nqqqKyy67jCVLlrB161Y+/vhjTj/9dAoLC3nllVeOfBKdH80wh5V5GS0f4v+3+wAADqOBt8YNak6rsAgCdRGJPxeUscntA+Cv+eU8VVzFU0WV/C2/jPGrdvLnfWXs8Qf5rq6RXd4Amxp9ba53VUYiN2Yl8ciw7Ha2eCWZDY0BIsZYPFh55NTrOX/gZMwGI7OyxxKJ1sb/beo1xFpa0kcNgohFNJFqj+eKYadgQCQnJpnPLvoTC07/NdeNOq0rb5nOMUBy8ultXtfWruglS3R0eg593jw2MKU6cExKbX7d8P5eAESLgeSfj255GjIKKD6Jxs/3EyrWFlcavyjE+90BPN+V4P5iP+V/X0fDZwVIVX6Ce+qJVPgIl3jaXM8xKQ3ntAziLxrczhY1JBMq8iHJaUSCsXDxizBmntYKbujZLbXx5z+jKdM3IRjAaIWYdDjhF1pPeNcA+PU6uHIRTPlVl90vnWMDfd7sXqSAyq7/HtkxV2XY+apyxHHdxYsvvkhJSQl/+tOfes2G7qZ40zpU5cj3+MD2TUjho2jd2Q0sXbqUiy+++IjjNmzYwMKFC3nwwQdxOp3dYkunUuhXrVrF5MmT+fOf/9y8bejQoTz11FOcf/75LFu2jDvuuKOrbdRpxT5/kDUNPs5JahGhcxpEniuuQlZVZifEYBAFJEUlpKqEVO25JM5kwCfJjHTaKA6GqQ5LvF1RB8CKeg//HJZNgsnAhZv34ZUVZiXEMNRu5YHBGSSYjPxlSMeicnEmI2+NHcTW+kpmj72OEYnZvJ33PWFZYnB8GiMSswhKYf6x/j0aIwFiTDaePu0mHt/4Idtriqj0N/De3tWoqJR768hvKGdG9uieuJU6PYzD0R/tr1EBDMTFjetdg3R0egB93ux9ItV+Qvvd2Ea2LHwLZgOe7w+gKirWYQmaAr2iRhVgVRBAtBlRQjKmdAdSfRDZE8G/UUuZDO5rwHXJEES7ieoF21BDMpahLkwpduLOHYDBYSL+/EEd2iPajCT9fDTKgQKsw56B9LFaHbsc0vrAp4/V6uK/ul+LuJvj4Ir/wtcPQOlG8JTDltdBVcBdqinXDz2z+2+kTo+jz5vdS/HXKhHfkccB1GwD936VuAE9m0q/Z88ennvuOR544AFSUlLweDxHPug4I+BuwF124KjGKpEI1fvySB/Z86KdZvOR9cECgQD33Xcf559/PjNmzOg2WzrlwFdWVjJnzpx22wVBYMqUKSxevLir7NI5BL/cUUiuL8jq+vjmbXFGkT/na61F/lZQ3u4YoyBw5+5iNrr9SMBDQ7N4p7wlRT0sK0yJc7Da7SPJbEQKRfi2zsO3dR5+lZNCquXw4gvTE2KYntBSx/nw9OtYfiCXCwafhNOkpRy+umMpACn2OAJSiO01Rc3jmxTsFVXmvhVv8MGF95Fg/WnUhQblAF9WfYjVYOeM5AsQD06X7FMIOByDCYUqSE+/FIslvrcN0tHpdvR5s/epe3M3kQqfJjgXRbAZcH+mqXs3flHY/iBRoO79PUSKPaBA/IWD8G1sqXdUZQVz/1hChY2IThOKohLaU09oTz0xp2ZhiD38g551sAsGn9iyYe7zsG8pjLsCLNH5b9Uz2vfYNAj7NOe9iaYovRKGj38NN32vqdP/FAgG4cvPwWqDM86EPt1uVp83u5P6vZ0b37C3Zx14WZa59957mTRpEpdeemmPXben8dZ23Ja8q8b3JE888QRer5f77rvvyIN/BJ1y4MPhMBZLxyqr8fHx+P3ta5p1uo7NjX5qI1ptyPtVDc3b8wOHTyUJqypr3S3vjU0UqA9r50k0GvjghMHcsFNbGPjDwHSuyUjkyaJKkkzGZuc9KCs8XljBCKeNizuok29NdkwyV45ou+r0j1N/xuqy3Txw8pV4IgEEmmV42lDhb+CZzf/j/53802h/VRepoSKk1UiGlAA2w+Frao5nJMmDz7cHAFn2AvG9ao+OTk+gz5u9S7jEg+zTnN3AlpaHPrkmePgDZZVIYUukSzAZms8j2I0k3zS2eWEg9qz+OCan4fm2BIPT1Oy8qxGFxq+LMKU5sI9P6fAyzSQMgMk3tt128YtQ8B2c9wQEG+FQM2djKXz3EJz7+OGv0Veoq4OKqMBfKAg2e+/a043o82Y308mydrWHs+hffvll8vLyWLhwIXV1WtZsUwQ+EAhQV1eH0+k8qsjwMU1n5QXU3tMjOBybNm3ijTfe4I9//COKojS/Z6qqEolEqKurw2KxHLF+/mjolAN/sJhGZ/fr/Djeq6ijMtxW3MEowBinjcJAmF9kJRGQVZ4taVEtjTWINMraJ0662cjjw7M5LTGOiKryXFEVVoNIWFGZGOegMBjGKgpcu30/NeEI2VYz89ITSDab+LzGzdPFVRgEmJsSjyh0bgXygkEnccGgkwCwGE28OucOfrvsZWqC7VOBBI6Ndh3dTZE/n80NaxkVM4F0a1afdt4BTKZYDAYnsuwlFKrEbu+4LENHpy+hz5u9i29zJYrnoEVuEUyZTuTaII6pGahhBe/3LembgtWAGtQyw8RYM65LhmAbloAqK3i+P4BgEkFSMfeLQaoLgFGk9j+5yN4wxgQr9hNTMTjNBHbW4PnuAIhgG5uMIHZybht7ufYF4EyGaz+G938BvmraPfH26eytVhQVweZNMGo0pKf3aecd9Hmzu4nt18nxPZw+v3z5ciKRCJdddlm7fS+//DIvv/wyDz300FHVZR/L2F2HDwy2H5/QTZb8OFauXImiKDz44IM8+OCDbfbV1tZy8sknc9FFF/Hwww//6Gv94D7wOj3P2Jj2E9Wd/dK4c0Bam205NjOlwTAlgRBXZSRy/Y5ChjqsfHri0OYx12Qk8WJJNbt8QT6vcfPIsGxOinNw265ioh1oKQiEWVHv5aJUF9PincxwxTDSae20834wIUVhZSgWS/xIDJXrm3vFN+GNHCEy0kfI9WylMlxKQ6SWmmAV+b7dTE2YjUEQyfPuYKB9GLGm+N42s0tQVYmSkreQZa3YzGSK62WLdHR0fgqYMmOAtqVlMbNziJvd9sndmGBFbggh1QexTUqh/o3dmFLtpPxqfPMY50npeFeUIlX4CeTW4rpoCJb+cdS9m9fsT8u1QUL7GrCPT8EyKB7LkHhM6Y7OO+8HI4WgaBVYY8Ff29IrvongT6SbQe5OqKyAhnqoqYH8fTD1FDCIkJcHAwdBbOyRz3McoM+b3U+/OQLbX1KRj+Kx0zUUEob1rAN/zz33tOtUUl5ezn333ceFF17I3LlzGTy4vVDm8YYjIYmY5FQ81Yduy9aEYDCQMmR4D1jVeebOncuJJ57Ybvsdd9xBWloav//970lJOUI21lHSaQde+JHOm84PQ1FV3i6vwSoKTIx1EFQUJBVuyk7GI8koqkqcSXs7r8tMIu3bLQB8XO1m9UnD+bTGzV/yy7h7QBoeSeHB/FLSzCb2+kNEor3jnymuQgZMAiSbTMSaRH6dW8Q2j58/Dc7knfEdC/J0ls+r3TxaWAmWMcSpa3EYLfilECelDWV2zljOGzS5S65zrDMpfho+qZHaSDWVkVKIQGmgCKNgxq94KfTvY276Vb1tZpcQiXgIh7X0Vbt9EE7n8T/h6OgcLfq82TuoiopvQwUYBcw5sVofd0Ul5pQslKAEqiYoB+Ccks6B3y8HILCtmpTfTSS4o5aGz/cTd0Y/lKCE+7P9iLFmqA4094T3LCvRnHcRDDFmBKuRurfzCJd6iT93IMm/6CKhpV2fwLKHWl6bHBDxQf/pMPxcGNM+QtcnmTQJfF6ordUceYDSUjAawe+HwkKYe1GvmthV6PNm92N2Cgy5WGD3wiNkQgkw4pqez3IZPbq9qHN+fj4A2dnZTJ06tadN6jayJ0wi96tPj5genz5iNCar7bBjeovs7Gyys9t37DKZTMTFxXXp+9VpB/4///kPH3zwQbvtTTUZs2fPbrdPEASWLl36A8zTaaJRklkdrWMPyjJ3DUhnZkIMbklm2trdhBWZ2YlxLKlxMy2+pWWBDExdu5umxPtJsQ7KQmEWVdRjij5UHghq6YV/HJTBx1UNrKz3UhIKUx0RUIDnS6oZFU3Tr4tIPDA4A/OPEI05Kd7BSJuBgsqdCIBfCgGw4IxfYzUe53U8R0mhfy914VrqI2373YfVMGFVez+qQxVElDAmsfvviVLvR1UUDInd0+5CbNXX2GbL6JZr6Ogcq+jzZu+gBCUi+7XolRKRiDujP9YhLtSARMXjG1EkGevwBIK5dZgHtYpuqlD1+Aaa0tEsObHIjSH8m6rAoM2bcoM2b8WdPQD/thpCBQ3I9SHwanXy3uWlmDKcyLUBZF+E+HMHIhh/hAPQbyqkjIKqXM3AJunsqxaB6dh8mO1yCvdr9e/19W23h8PaF0B1FUQiYDq8+G5XUBUII6sq6faONS5+LPq82TOM/oVAsB4KPz+E4yjCCbcJZJ6iL8R2J67sfgyeNpN9K787pBOfPGgo/Sf1nUWLH0OnHfjGxsZ26RytKS0t/VEG6XRMgT/U/PMGT4D52wp4cHAGcxJj8ckyQUVlcVTYbm2Dt82xEloTknExNqbEOwgrdta4fUyMtZNmMTMzqiBfGAhRL0nMT0/g0+oGVBVy/UEEwCIKPFaorXafmxzHNFdblXhFVQkqKnaD9oASUhReKqnm6eIqfjsgjRuykpvHplvMfDNlDHd8u5ov6sButHD3pIt/Ms57QPbzZdXiDveJiChokR0DRgxC91a5KLVeFElG2lysdU46ZQhijLXLryMIJppa4ZjNyUcarvMTITc3l8suu4ybb76ZW2+9tbfN6Tb0ebN3kFoJ1UklPmpf2UncuQOwjkhEDckgKQS31gAQ3u9ue3DUeTdmObEMiEWVVUL73ZhzYjHEmrEO1Wo2pbogij+CfWIage1atFSq0BbbBYNA49JiAGyjk7AOim9zCVVRUSUF0WzQXksKnpVleL4rIfb0HGKmZbYMjs2AX62Cd38GuR+C2QFn/OWn47wHAvDlFx3vE0Vo6h9tMGhf3UiFP0RYUfimvB4VuDAnmYQjdOv5IejzZs8giAKT7hbInqmS/5FC+RpNrM5ghZzZAoMvEogfpDvvPUHqsJE4k1Op2LWd6vw9yJEICAKurBzSRowmIbt/b5t4zNAp72D37t3dZYfOEfi4SltxNkJzNP3P+8r4074yBtks5Ac0B98uCrhMBhpDbcXuFGCzJ0B9RGaA3cKLo/oDUBGK8Hm1m/NS4ni8sJLaiESC0cBOX5C4qDM+0mnFIorcmpNCXURiYpyDqlCEgKLQz6atPF+xNZ81DT7eHT+IKfFObtpZyBc12gPr93WNbRz4JianDeOLws3YjGauGH5q196wYxiLaCXZnEZ9uAYp+m4aMaIKIKst71uEMK8VP82spHMY4BjS5XbIbj+RdftbNpgMCObuefAxGCwMGHALqhrBaOyeKL/O8UUkEuHee+9FkqQjDz6O0efN3sO/NSro2kq83f3Zftyf7seQZG1RojeJCHYjaqh9RxfpgBfFL2FMspF45QgA5MYQgZ212MYk0bi0GMUXQbSbkCr8CFbtM9SY7kAwicTMzELxSVj6xSJ7wqgRBWOCtkha88oOQvvdJN8wBsuAOGoX7iaYq2VlhfbVt3XgmxhwiubAm+ww6Rddd7OOdSwWSE6B+jpo+swwGrVIndxKDyASgddehVmnwYABXW5GdTDM56Xae9QU3LAZuie1Wp83e5a0yQJpkw2oioocAqPt2HTaBw0aRF5eXm+b0W04EhIZNG0mg6bNRI5EEI3GY7IM7Y033jjqsStXruzy6/eIiN3y5cuZPn16T1yqT/JUUSUvl2pRgtaPuk1TVn0kwkCbGZfJyMZGP0VR590M9Ldb2OMPIQJZVjMuU4uDVhmKcO7GPZSGIuT5UvjrkEy+rHEz2mnDJDTQ32bhrgFpXL99P9du389nJwzhhDgHHknm1HW78ckKX08axlCHlcJAmLCqUhpNx5eiD0uTYu18U+fh1l1FPD2irWjQ5cNOwWI0MTKhfb1IX0YURHyyp9l5B7SfO8gYiqhhNjasJMvWH5PYdSv8ijdIZNuBthvNBoRuiCI0YTBYgO5JNdRpT8SrUrUZpICKJV4g5QQQjcfOJPjCCy801/L1ZVRFxV3jIxySMBhE4pIdGE1HXijT580fR+O3JfjWRMXrWn+2NonN+SMYkqyINhOREg9qfdR5N4Ax0YZUFQABDC4ror3lUUluDFP13FbkhhCRSj/x5w8ksKsOc6YD/xYBQ6KVuNP7Uft6LrX/ySX5V+Ow5MSiBCUq/rkRNSyTevsJmFLsSHVBkNXmdHyiejS2/hLx+y+CD2fDRS+0/cVO+BkYrZA2tutv2rGMKGq1760X/A61+BcJw8b1kJXVpan0DeEIKypa0vdVwCoK2IzdF/HX582eRxAFjD+RxJZjHUMPlMIcr3SbA19eXs7777/PBx98QEVFBbm5ud11qT7PVzWNRFTtzZLRJo3WkXiDIFAYCPPE8Byu376fOklz7cNAbURikM3Cz7OS2OYJ8GVNI/PStfYLL5RUURqKIACD7GZmJ8bwh70H+KiqgTfHDmS6KwYFlVExNmrDEplWLcVdAERB+4qWA/LS6P78ckchiyrquTDFxb9H9acgEOL7Og/rG/2sqPcSUhQsrWrnjaKBS4b8NGtZ+tsGk+vd2vxaQESlfYNRAYHaSDXr6r6nNFREkjmVmUlnI/7IlkHSvirwhtpuNOtNKfoCoQaVHS+rFC1trayrYk2AQRcIDL9aQDT0riO/e/duFixYwC233MJTTz3Vq7Z0F6qqUrq3hor99YSDLY6GaBBIyowjZ0QKZmvb/zl93uw6grvrQFabMpA1WkXiBVFArg2ScNNQal7PRfVH3yMZZK+EMdmGY0o6kTIfgV11OE5MBcCz4kCzw21MtmEdlkDDJ/kEtlWT+LNRWAfHgwqmDCeKN4Ix3tp8bUEEVYjaASReNZzaN3fj21SJbWwyiVcNJ1IdwFz4KlRUwf5lmvq8sZUDZzDChKu78c4dw/TvD63/JwSh41pZQdBE7tathdIDkJQMM2dpiwA/gq11XhoibdX/rUZ93tTR0el5uvSTR5Ikvv76axYtWsTq1atRFAVVVenXr5ONFnXa8MSIbB7YW8rSupae6a2nrOrohLLB7cPTKpXMHE05yQ+EeOVANfmBMF/WuJsd+PNT4lnd4CPVbOTuvAM8XVTV/Afxv6oGVjZ4GeGwYhIE/jUih2SzkTxfkCF2CytOGkFYUUmLRmwDskJhMExxMEyDJJNkNjLKaWO4w8o/CysoD0V4u7yO6zKTuu9GHUdMdp1KeaiUoOxniHMUVaFyKkJaRNwuOvErmo5BqjmDinApO7ybAKiP1DLEMZJse+dSA1VFbdPGSEh0QHmrmk+TiOXE/j/ul9LpdYJ1Kt/epuDtoKQ6WAc7X1Op3aUy7W9irznxkiRx3333MWPGDM4666w+6cCrqkreugPUVXja7VNklariBtw1Pkaf0h+DSdDnzW7AdekQ3P8rIJhX3+F+1as57KHCxuae7wAYNS9fqg7gW12OVBMgkFvb7MDbxyQTKnAjxpho+GAvnu9KNKdchcCOakIFbkxpdgSDgOvyoYhOE5FKH8ZkO6l3TgRZwRCrOeRqREGuCyLXB1ECEQxOM+YMJ6T9CpY9Ao1lsPm/P61U+cMxeQqUV0AwAEOGQlUVVESzLOx2TYUeIDUVKipgx3btdX29Nr4DdejDoahqm7a56TYzBZ5A82urALMzjs1+1Do6On2bLnHgCwoKWLRoER999BH19fWoqorNZuOss87ikksuYeLEiV1xmZ8sg+1WTNGVY7MAYRXGOG1s8WoTiRFIt5owiyKRVp79TJeTr6JOv0UQGemwcnVGIgAr6j3cvquYK9MT+WdhBTJQHooQiq5mL6yoA8BlNFAvybxRVstXtY0sKKnmV9kp/L/BbRVRT4p38sTwbBJNRpJaRXINgsBlaQl8X+/hpHhHd9ye4xKLwcqMxDP5tuZztjWub7MvpGhhU5NgpiLc4omJGFCQyffldcqBl6s9RDYWIiQ6MQ1JBYOIvKOs7aCIovXR1TmuWfdQx857ayrWwq7/qoy6rncc+BdffJGSkhJeeOGFZhX2vkbp3toOnffWFBYW8vb/XmPl+m/1ebMbMCXbWz7TDIAMpkwnkQNRkVcBDPEWBJPQnLoOYBkcT6jJ6TeCMc2O86R0AIL7GqhftAf7pFQ8X2vCn7I71Fwz5l+v1dwLNiNqQMK3tpzgrjq8K0pxnppF/DltP7ct/eNwXToE0WHC4Gwl4ioaYNwVkP+tpj6vo2GxwIwZ8O03sG1r232haEaZyaw57000Cdzl7+uUA3/AF2RpWR3pNjMnJMViFARWVrUVOgyqYBJ7N5tJR0fnp8kPduCDwSCff/45ixYtYvPmzaiqiiiKqKrKrFmzePzxx7Hb7V1p60+WfH+Qc5PjkFSVVfUewqrKFm8AqygQVFT+36AMbshO5tUDNW2OG+G0cWpCLI/sLyfXrzmFTS3mVtR7KQ1FWFLr5o7+qXxe7eaMxBj+VVzdfLzTIFIfTccf7rDyWXUDAJsbfR3aOT89scPtfx+a9aN+/76IpEgsrljY4T4ZicH2ERT49zRvswo2QmoQE2b6OwYd9tyqqiLtKkeVZEyjMlG9IVBBrfESrvEe8jhpVxmmUR2IJv1IgsFKfL59xMefgMGgF5Z1F43FKpUbjm5s/kcqI65Se7wmfs+ePTz33HM88MADpKSk9EkHXlVUKvbXdbgvHAmxbutKvl+3lH1FeYA+b3YXkWo/ttGJoKgECxpAVjTn3SiApBJ3zgCc0zLxrm67mGlOc2Id6qJxSRFShbZIbhmotZgL5Tcgu0MEd9cRc1oOgZ01WEck4P22RU9EsIiogag4aZqdwA5N8Cxc0nEXAsfEtI5/gXMe/TG/ft9EkmDxhx3vk2UYPAQKClq2Wa2aY28yaen3h0NVYdVKrR3d9FNxhyVUoCwQpqyk5pCHrat2MyUlvrO/yRHR500dHZ3D0WkHfseOHSxatIhPP/0Un8+HqqqMGDGC888/n3PPPZcZM2aQmpqqP4R0EdXhCLPX5xFRVZ4f2Y/yUJgdXs0ZTzYZccsyb5bX8mRxJUPtbdt/1UUkvq/30ig3tSXTnHKAc5JisYoCjZLMG6U1VEVk6iMSn54whNUNXl4prWF8jI0V9V7OSIxjTYOX7dHr7vRpDzUHp5fpHB17vDv5rubzNtvGxExku6fF+yoO5KPQktYZVLV7HiFMTaiK/vZDq9KrgQhykfbQqGYnIGbFw+7yIxtm7R6xkOrqpYRClaiqTFLST6fbQE9T/NUheth2QKgeKjdA+pRuNOggZFnm3nvvZdKkSVx66aU9d+Eexl3ja1PzDlB4IJ/v133Fmi3LCYaCgEp2+gBOnnAqF8w9n6t/eak+b3YhsidM5b82g6KQcMVwJHcIqVxbeBadZtSghG99BZ7vSjAkt73nsj9CcF99S1q9CIJFEymzjkpEMIkoQQnvunJUTwS/XyL5V+MIFTTgW12OKSuGUH4D1uEJhAsakcq060ai1z+4nEnnKNmzB777pu22MWNh+7aW18VFoLQqhwhGRUAiEaipgf6HyVzzelpS7keMYHByCutqDt36sYnuErDT500dHZ3D0SkHfu7cueTl5aGqKv379+eaa67hvPPOY9Cgw0cEdX44ZkEg1mggpKi8WlrDDm8Qh0HEJyuUhCLYRYG8aI/4okAIl9GApMh4FPii2k21JJNiNnJP/zRmJ8WRZjHxZY2b67bvZ4zTRkhRqIrW0LslhRPjHDxRWEFZKEJDRMavKOT6AgxztCwO3JqdyvPFVfw5v4w/D87kxmy9P2lnqAlXoqKSYsqgKqJFf1q3j9Neyx0dCsBu7zYmuqYdcr9oN2MckooqyQjxdgRBwDA4BcUXQm3wQyDS/qCcBEyDUn7YL3QEYmJGoKoSjiNkDuj8OIIdl/oeenydSrOaVg/w8ssvk5eXx8KFC6mr0yLUTRH4QCBAXV0dTqcTs9l8uNMc80RCbf93//TknZSUFwEqqUkZnDFtKlMmnEp6ipaZFOeI6wUr+zaCUUS0GVAjIt7VZUjlPgSziBpWUBpCYBI1lXkAQxDRbkSRZQipBHbWoPokxBgTsWf0xzbchSHWQiC3ltrXczFlOFAkBdWjfY6qAQlLTiyeb0qQ3WGUQD1qWCFS4cOU2lI2FjMzC8/3B3B/vp+4cwcSc0rXZzv1aWqqtSh5SopW+w5t28d19Lo1u3fBxEmH3h8TC5MmaxH4lFQsosj4BCfusERNIIRHbr9AOjzWxriEmB/wyxwZfd7U0dE5HJ3uA2+32/nFL37B1VdfTVyc/uDR3cSZjKyeMgJVhdUNXoxCNZKssLpRE2uRWymwVoalNjrm1ZLMeclxXJGeyOmJsR2e3xqtrRcBFZXzNu5hQ/Tc12Uk8PyBGnb5gkRa1Qgur28kqKiowDq3l2szE4koKs5ubKXSl5gUfwoOQwxOQwxLazQHPts2gF3erahReUKZjh9EkkypTEmYccRrGAe3dcZNQzQBJsUTILyxqJ0TbxnRVtOgK4mPP4H4+BO67fw6Gkbrkce0Gd/DWZnLly8nEolw2WWXtdv38ssv8/LLL/PQQw9x8cUX96xhXczBZQkl5YVYzFbOnjGX2VPPwWF3HjRe157oakSbkbTfTQJVJbS/Ea+hFEVWiOyPRlRbzZuKJ9xGFVb1SVjHJOE4MRXb8I4FykSTQfuEFrRDK5/fQqRIW4yyn5SOb3kpUoVfU8GPEtzXgBpRQIVQUSPOKemosoJo0VXMj4pJk8HhAKcTln6lbcvOgV25Le/noRz4pGSYchTpRiec2OblhOhzU30ozLelNQTCAcKiVVO5B07qhtT5JvR5U0dH53B0auaYN28eX3zxBc888wzPPfcco0aN4pxzzuHss88mNTW1u2z8yeMwaI7xGUlxnJEUx+Vb9jXvC0XnrTkJMXxZ17ae1AT8e1R/hIPS3OckxbHypOGkmk1MX7sL0LrsBBSVDY1+4o0G0iwm7h6YwRZPgNVuH1lWIxWhCAFF4fuGlhr4/f4Qp63LoywU4cuJQxnq6KQX8RNkv38va+q/Y4B9CKclnYvNYKfYX9DsvB+OOFM8BuGHL5SIMTYsM4Yh51cjFVRDtLxCqfVgSO54kUfn+CD9ZIG97x9dGr1ohtQTezaN95577qGxsW1Kanl5Offddx8XXnghc+fOZfDgwT1qU3cQl+RANAgoUedt5klnsn7bKhZ/9Q4fL32XflmDmDx2GpPHnYIrLoGENOcRzqjzQxDN2uekbXgCtuEJVL+0vWVnVHTOPMJFeNdBqSsiJF45vN28aRuZSOpdJ2KINVPxz43aRhWIKESKPAg2A4ZYC/Fn9iNywEt4vxsh3gyNIQgrhPe1CKBJNX4qn9yE7A6RcusETCl66cQR2V8Aa1bDgAFw2myw2aC4uOM2cgcTFwuGHz5vuixmLh6QDvu/5V15ID60LKEyf5Ash16frqOj0/N0yoF/8MEHuf/++/nmm29YvHgxy5cvZ9u2bTz66KNMmjSJc889t7vs1IkiKSpzkuL4vr5FjMwkwJJWzntTq9sI8Od9ZfxpSCbL6zxsbvRSGIgwNzWeUxNiaZRkysNa6nacUSTHakFVVWYnxfJGWS337z3Au+MH81l1Aw/ml+FV2vcpH+m08UWtm4Ci0BCR2u3XaU9Y0UoeQkqIIc6RAOR5dhz2GAMGZGTy/Xnk+/M4J/VSsm2dayXXhCAICDFWDCPSkXdokuVytVd34I9zUk6AmGzwlBx5bPYsAXNszzrwo0ePbrctPz9fsyc7m6lT+4battFkIDkrjsqiBgCuvfhmrrzwBrbkrmflxm/ZkbeZ/SV7WfTZ6wwfMpr54fYZCTpdiyqrWEckENrX0LJRFNo77wAKNHy2H9e5AwnuqydU4kGuDWIfn4x1sAslKKG4wwAINgNGlxVVBetwF/51FTR8XEDyDaPx76il8bMCCLWfN03pDoK5dagRBcXfQUmTTnvC2j0nFNZawgHk7T78MQaDFpXPz9e+zjlXi9r/EASBopSTGSfJrKrWFiIP+MK6A6+jo9MrdDp3y2QyMWfOHObMmUN9fT3/+9//WLx4MWvWrGHt2rUIgsCGDRv47LPPmD17NhaLpTvs/kmywe3l4s35xBkNpJiNVEWd78hBC9BmINpQhTcrark6PYF5W/Ob0+vfr6znkjQXlaEIBrTo+1vjBtHPamHcqh3sKNKEX5bXezGJAqOcNspC7R8yDAL8cXAGdw5Ioy4icUKs3ibuaBgdewImwYRH9rCxfhXZ9gEMdAyjMlxGjCGWspDmgYmIKCiYMBMh3Hy8gIBJOPr/K8UbQql0Y8hKQLAYkSvdRDYVg1HEOCYTpdyNMVvvZXu8IwgCE38nsuy3Ckr40OPsqTD2l7qIVneSPSIFd42PoE/73DQajEwcczITx5yM19fImi3LWbXxO3L3bOP//b/t+rzZjYSKGql+cRuizYgYY0KJ1q63bh0HNLeaA/Cvr8AxKY2al3c0p9f7t1RhH5+C7Ak3r5InXT8aY6KN8r+txRsVqQvmNyAYREzpDmR3B/+IokD82QNRZ/dD8UuYs7unhrrPMXoMmIzg8cLGDZojPnAwVFZq9etl0f6ZTW3jTCZNvK4JQdBazB0l7rBEoTfAsFg7VqOBIm+Ab8rrMYsCp6TEsd8bZHicnjmho6PTO/yo4iuXy8U111zDNddcQ0FBAYsXL+Z///sf+/bt46677sJms3HmmWdy3nnnccopp3SVzT9Z3quoJ6yqVEck7uyXwj+LqjocF6IlCt8oKczakNemNt5lMrCwXBOREoB/Dc/hxh2FjHJaGWq34pZkbsxKZkZCDBWhCBdv3tf+IkB/q5lks4lkoL9Nf+DsDCvrviaiag8XG92ruC77N1yZ9Uvqw7W8W/YKQHNKvUTbxRMVFb989O23pJ2lKHU+1JCEaWQG2Mzaw4woYshwYczSnfe+QtIYgRmPiaz/R8f94JPHweQ/iFgTdAe+OzFbjIw+pT97N5birvG32ed0xHLuGXO5/e5fUdtYqc+b3Yx/cxXIKoo3gvO0LLzfHOh4oEzzxKkGZar+talNbbxoN+HfUNn82nX5UOoW7saYbseUYkcJSjinZWAd4kJuDFH94rZ2lwAwJlgxxEQdyY47r+ocipUrW5zyjRvguuvhyquhvh7efVvb3pRSLx2UEaiq4O+4BW5HrKpqoCIQJiApTEmJw2k0IAIGQWBQrJ0hcXrAQkdHp/foMvWUgQMHcuedd3LnnXeyZs0aFi9ezFdffcXixYv56KOP2LVrV1dd6ifL7f1TWVheR1hVebakpV97qlGkUVYJtKoFa/pJBMLRFxckxVIaligKhJrHnRTnYKfXT2koQmk0yp5kMnJDVjJGUWBdg5eqaGq8UYBpcU6+b/CiAvmBMNs9fsbE6KvQnSEkB5udd9Ac8ogaxoIVlzmRuelXEZKDrG9YQU24ssNz7PPtZqBj2FFdT0yNRQ2EEZO0WltBELSHmbCE6g0ixOopgH2JpDECZ70hUrkBylapSAGwxkPO6QLxg48tx33QoEHk5eX1thndgtlqYtS0/vgag9SUuAmHJAxGEVeqk/gUJ4IgEJekz5vdTeysbHzrK0BW8X7fqud7jBGCctsUttZB+aiGgXV0InJjGLk22LzLPCCWcLkXuSGE3KDNp6LThHNqJoJBIFTkRvVGP+NFAfPA2OYaeKkmQLjUizlT1z7oFKFQ24i6qmqvLRZwuWDuxRAKwvr1mmJ9R+zbBwOPTtW9n9OKNyKT6dCCEwZB0LSCZIX6sESipXvarurodMSVV17Jxo0b220fPnw4H330US9YpLNgwQJef/11Vq5c2W7fk08+yfPPP9/hcevXryc29seXrHaL/OmUKVOYMmUKDzzwAF9++SUff/xxd1zmJ0e6xUyS2UhZKEJEUTECTw7PJtVqxiTArbuKKQm2jdYqtETjP6lpREQLNAyymZnmiuGRYdk8ub9tj/CaiMRuX4DRMXb+uK+UJukXSYUBdgsr3d4mDSDyfEHdge8kFoOVUxJOxyt7yLDmIKjgNLb8M6daNEX4HY2bADoUt3NHjr5nmLF/Esb+Sc2vBacFw+AUUFSkkjqIyJjGZCEYdDXsvoIgCKRNgrRJx5bD/lPEEWvFMerI4p76vNk9GOIsiE6TVrcuKyBC/KVDMMRYEI0ide/kNTvhHRHcUauthCtgSLJhHRSH66IhuL8pbjNO8UaIVPowZzhp+KSgpUOjomJMshEuaGxO249U+nUHvrNYLHDKdPB6ISNTyyJztrqHTULKO6J6Mh2J27nd7bcdgpHxTkbGt5w/zmxkfIITRYU9bh9hRWVaShxGUZ83dbqfffv2MX36dM4///w22+Pj43vHoJ84y5Yt4+mnnz5kN7a9e/eSmZnJ7bff3m6fzdY1QbNu7V9itVq58MILufDCC7vzMj8JPJLMuxV1lEej5ApaC7hbd5egoj1fxEfbuCWbDAQUFW9UYbxpGhtqt1IeDGM1ivxpcCb/q25g/ModPDAogzmJMSgqfBUVw/PLCm+V1bLNE2jjPn5f72l23gHKgocpttU5JKNiJxBRwrxd+hIhJcSlGdcRkP1sqF+BRbRiFE0McAyhKlROSG2K/AhYBAtDHCPI+RG9YQVBwDQkFdkTILJCK49QsxMQEvUHSh2d3kafN7sOJSjh21TZLDqHqvWIb3h3r/ZaAMGmPQYJTiNEVNRQ21ZkxhQ7UmMQ0Wgg/pwBBHbUUPb3tcSe0x/LCJfWFm63tqCqhmW8GyqIHPC2OUdoX0ObmnvJHUTnBzBqtBZ1f3uhFpG/9DIIBGDDes3BN5o0lfqqSm1/ExaLJnyX0+8HX1oQBCYkxuLxh3ivtBaAYbF20ux6+WBfIeT3sXPZ1+RvXEckGMAeF8/waTMYMnkqBmPvtXusrKzE7XYzc+bMn8S8oCoqSmUjclkDajiCYBARk2MxZLkQTL3brlpVVd58800efvhhIpFDC5Du3buX0aNHd+v71am/yHvvvfcHXUQQBP7+97//oGN1NB4vrOCFkmrSzEYqouJ1Y2NsrHFrNV0qUCdpDx6PDc3il7lFzcfe2S+Fb+u8lAbDNCoKjWGFn23f31wXf/OuYq7LSOTO/mlcumUfyWYTE+McXLolH5WWCP7ZSbF8XqOpr54Ua2eg3cKN2W37jescPSogKRKKqqCoMrmeLc0CdgDDnKM5PeV8Pq1c1HxESA2yw7uZHd7NpFuymZ54Bi5z5wsplVovkXX7tRd2M4JLr+fT0ekO9Hmz92j8uhjv8lLEWDNKo+bEmzKdhAub+sGD6tfm0/iLB1O/sKWcI+a0bIJ76rXofFBBQaH29dzm/Q1v78ExJZ3Y03Ko/vc2xBgz5pzYtu3qAOvIBIK5muaMqV8MpmQbsadkduev3bdRVa2+XVG0r9xcKGtVGjFsGJx+Jnz6Scu2UAh2bNe+0jNg+qla2n0nqfCHWHKghviQTIYgkGI7elE8nWOb3OXfsvTfzxIJtV1cy9+wFmdiEhfe9QfSBg3pFduayswGDfrhgZvjBaUxQHhTEQRal5mCUutD2luBcURGr4ouz5s3j61btzJr1iyqqqqorGxf5hoIBCgpKeGcc87pVls65cB/+OGHzb1R1aPpvRlFfxD58ZwU5+Dt8jquSE/kvYo6KsIRCgIhHh2Shd0ocNuukiYBXW7YWdQse2YR4OniquYyv0tT4/m4soEwkGQyUBuRtZZzqkqqxcTyk0YAWru681PieL+yARVIMRnY1Ojn/oHpVIclFhyoZoPHz1CHlVtyUnv2ZvQR/LIXSY1gFszEGOMY7BjOPp9W82oSTKytX0ZNuGOhQoDyUAm7vFuZmnBap6+teFuiE8bsBARRT7XW0ekO9Hmz97D0j8W3oRLHian4NleiNEaQagPEXzQYLAYa3slrTlGr/+9umle1jQKeZSXNqvS2CckEtlWDDILDiOrTnH5VUjDEmkm7a6L2WlaxjU4isEWrwRacJsIlHmLP7o/sCeNbUYZUUkt8+vcI027syVvRd/D7NAfebNbU5wcPgn3RjAqTCdaugZqaQx9fXga7cmHqtE5fuiEsIQsCsihwos2KKOjzZl8gb/VyPn/2nx2XXQDe2hre++v9zP/LoyRm/cA2hD+CvXu1v+8mB97n8+Fw9L2gi+ILEV63HyJyxwNkFWlHKYIoYMjs/AJcV1BRUcFDDz3ExRdfzDXXXNPhmH379qEoCoMHDwY0h95isSB2cblNpxx4URRRFAWHw8GsWbM466yz6Nfvh6ck6Rw9ZyfHc3ZyPACXpMYzc10eVWGJT2saSLeYaP3n3uS8xxpEciwmdvg1Z80C/HVIFr8fmMFLJVW8cECb5BKNBn7bL418X4A78w6wudGHpMK/R/VndYOP2lCEqug/VEBWuDTNxWulNYRUlUf3V+oO/A9EVaNPi4L2DBlndGEXnQQUPxE1QnVUwM5lSsQjNSKp7dN1hjnG/KBrG3ISEMwGhFgbokNPAdTR6S70ebP3sI1KInOUpv9hm5BM1RObUDwRAjuqMcRZ2orWNX0cWw2I8WbkioC2wQiu8wcRN6c/3hVleFdo7R0Eh5HY07MJV/tpeH8v4RIPKCoJVw0nvN+N7A2jeiOogBqSsZ+Qin9NCQa5CuHbP4PuwP8wWjtZqgpx8WB3QMCvpddXRwXsXC6t5ZzUQZrrsOE/6NJD4+yYDSJJFhNGc++lVOt0HYos891//n1I572JkN/H8rdeZ+7v7u8hy1rYs2cPJpOJ559/nk8++QSPx0NKSgo33ngj1157bY/b011IeyoP7by3IrK7AjE9DqEX9CeWLl2K2Xz4zJs9e/YAsHLlSh577DHKy8txOBxccMEF3H333djtXaMb1qlPoBUrVrB06VK+/PJLvvjiCz799FOGDx/O2WefzZw5c/SHkh4grChcvCW/2WH/rl6rtUs1G2mISIRafQY1ykqz8w4QBm7bVcTqBh8jnC2iSnWSzAlrWlIDmygJhlk9ZQQVwQinb9BSeN4qr+WFA9VclBpPQ0TmjKRWAg7FRVoNWkZGl/2+fRmXOYnLM3+OUTBhFs18UvMpfqWldtKAERmJ0TETMAkWvq39DBERFRUl+rS537+XREtyp68tCAKG9Piu+lV0dHQOgT5v9j6qpFDz4vZmhz20VxMzE2NMKAGJ1sIualBucd4BJKh5N4/w/kbMaS1RL9UnUfHwhnbXkutDpP1uEhF3kOqntgDg3ViBd0Up9vFJOEOfIQz/a/P4QF4doknEMjC+637hvowrAS6/AoxGLQr/yUdt28MZDCDLMHq0FpH/9lutN7yqain3APsLILHzpWeiIDAwRu/a0pfYu2413vq6oxpbsGkdjTVVxCb1bOno3r17iUQilJWV8de//pVgMMiiRYv429/+RkNDA7fddluP2tMdqMEISuVRikyGJZRyd69E4Y/kvENLxsT27dv5zW9+Q0xMDN999x1vvfUW+fn5/Oc//+mSaHynHPiEhAQuv/xyLr/8ctxuN1999RVfffUVTz/9NE888YT+UNIDLCippjpaA28ATAKEVK1OPaSCTRQIKyrJrWrlm1CBJbWe6LEC/axmioNhTEJLq7nWfFzVwIslVTw7qj97Tx2LR5IZv2onPlnh7Yp6ZiXEcFVGdBKsrYHPP9OUYa+6Bvpgek93EGdq+QCKM7qoDVcRZ3QRVIK4jIlUhkuxG2NwGmKYlnA6W9xr8cqNzcdsdK+kn20gyda03jBfR0fnCOjzZu/jWVGK0tzWDW2eklXtu6SCSQRJ0dTqPe0jtuEmkToRDAkW5LoQGITmVnOt8W+rxrOilMR5w8l8cCpKUKL87+tQwwq+DfVIQ68l+cTR2nnLvNS+uhNESP/9ZAyxejbUUdFa+TkuHmprtW3BELjiobIS7E5NpX7adNiySVOvb2LjBujXH5I7v/it07c4sGv7kQdFURWF0t25xJ7Ssw78ZZddxgUXXMDPfvaz5m0XXHAB8+fP58UXX2T+/PkkH+d/y0q9nw4aLh1mvK/X0uiPxMknn4zVauXGG29sLnWYM2cOLpeLl19+ma+++oo5c+b86Ov84CWAuLg4Lr30UhYsWMDq1at56KGHSE9P59lnn+Wss85i7ty5vPDCCxQWFv5oI3U0JEXl1VIt7d0maOV5CgIqUBGWyDCb+GVWEvcOTG/nvB/M/kCYl0f3Z16aq9l5H+GwkmJqWdPZ5PFTFpZ4uEBrMxdjNLB04jAeHJxBP6uZc6Mp/YCWwhYTo6WtHcUKlU57ZiefxyUZPyPOlECSKQUFiSsyb2Bn4ybeL3+dlXVf45UbEWhbd1cdrugli3V0dDqDPm/2PKqs4lsdFTkzCS117oDSGEaMM+OclkHsWf07dN5bI9cGSbx6JPYTU5qdd2OqHdHZ0hM8UuJFcYdxLykEQLQaSb1tAnHnDsCQYMU2uiXya4g1Y3BZMKXYEax6SvYPYvbpcMllmiOflKhF2a+4EnZuh/cXwcrlmvN+cL169aH1ZXR+OsjS4Z+V240/jPJ4dzF//vw2zjtopVnz5s0jEomwYUP7TKDjjk7ow4CmVH+sMmPGDO644452OgVXXnklAGvWrOmS63TJjOF0Opk7dy5z587F7/fz7bffsmTJEhYsWMC//vUvhg0bxuLFi7viUj9pJFXFK2vJ87dkp/BEcRVhVW1WiS8LR/hXcXXzeGN0u0GAiNqyuCUAFeEIF2zaiz/6T5BjMfPm2IG8WFLNh5V1VLaqQ0k3tzycDLBbuMmewk0Hq8/bbHDl1V3+O/8U8Eoeivz72NG4iURzCkWBfc37VtR+TVVIc9BVmtoCqiSZUkgxZyCIMNQ5ulfs1tHR+eHo82YPoago0dZwMdOz8HxT0iZyrrjDeL870DJeaPWl0CYqpDSGqXp+K0S0z2KDy0LSz0fjWX6AwNbqNgsAhriWhWxjko2Y6VnETM9qY5rBaSb9nsld9Zv+tPB6oahQU5ZPTNJ+bmLFcqiKOuhNjoGqQlISpKRq7+3QYT1ssM6xSFxy5zScYjs5vjtJjJaB+P3+XrbkxyPYTEce1Gb88Rco7Or3q8sVAOx2O0OHDmXo0KFkZWWhqmpzCwSdH4fVIPLlicP457AsXiurbX7zDl6HEoBYo8jzI3NQ0dLjHYaWt7ppvL/VCta/RmTzToVW314ZkYmJjjcJsLi6gbfKa7vr1/pJ45U8vFP6MivrvqZBqqMuUsMQx0hijfEYMVEczCeshjBgINHYsmhSE6ki17eFaQmnYxT1yI2OzvGMPm92H4JJJPU3E4i/eDDeteUclMDUdqzVgOvKYdokKQPmDh6RIi0hfNdlQ/FtrMS3ogzFE0GwRMcbBAJba/Bt0LOjugWvF955C1augIYGqKvT+rzHxmq18cVFEA5r9fCta91raiB3p5ZW34t9vXWOHUbOOA3RcHS9xeNT08ke9cOEg38olZWVnHvuufzzn/9st6+goACA7OzsHrWpOxBdDoROCCofq+nzAL/4xS86FBfs6veryxz4bdu28dhjjzFnzhwuuOACnn76acLhMDfccAPvvPNOV13mJ88Au4WAolInyc2OuOWg1DAVaJQUltQ2oqC9ycMdVg7Fg4My+K7eyz8LW/oZemTtIaWp/dzSmsaODtX5kTS9cwZBe5ioj9RQ6N+HQTUiCi3/nhdnXIvN2F65MqQE2207WuQKN3KV/r7q6PQW+rzZMxiTbCCpWvu3ponT2N6TV4MyoV312hgBzKmH1nKJO3cAob0NeJYWtxwfijr30Qh/YPfRiWPpdJLmiTPqeNXXQeF+MBg1wbomLr5Uyw48mFCo/bajRJ83+xYxCUkMn3rqUY098byLmluC9hSpqal4PB7ef/996uvrm7c3Njby2muvkZmZyQknnNCjNnUXhgFJRzVOTItDtB+7Efj4+HjWrl3bprRBURSeeeYZDAZDl/WH/8FLkIqisG7dOr766iuWLl1KVVUVqqoyePBgbrnlFs4880yGD/9hrTp0Ds81GYmAyv17tbq+KXF2Vjb4OLiSZ3ZCDCfFOWmQZM5Njmf6ul2txXabMYsC/yqqbLMtziASazQQUBRqIjKf1rjxSDIxxqNbqdQ5OhzGGOZn3oCkSrxV+m8AImqYermlj62IgVW1X1MaKm51pECSOQWr4Ycp4iqeIJHN2vmEGcOO6Q9DHZ2+gj5v9h6OyWmoqor7Ey0KYu4fS7jA3aYmHsA8zIW5XyxKUMI2KpHKf26CDuotBaOI59uSttusBkSrETmsgD9CcEctSlBC1OvbuxaHE+ZfpbWIe2uhti0S0Rz5JkQRVq2A0tK2xyYlgfXQAY3Doc+bfZPTb/w1jTXVHNi145BjJpx1PuPP7BrHq7M88MAD3HLLLVxxxRVcccUVRCIR3n33XWpra/n3v/+NsY9kkxizE1B9IeT9NYccI8TbMY3J7EGrOs9dd93F8uXLuemmm7jmmmtISkriyy+/ZN26ddxxxx0MHDiwS67TqXc9HA6zcuVKlixZwrfffovb7UZVVUaOHMn8+fM588wzu8wwnUNjFkV+npnMd3VeCgMh7huUwTkb97YZYxMF5qYlMnfTXta4ffytoLxNqn2KycBghxWrKFAaDPObnBSKAiHijEbqIhL/b3AG/W0WzlifR01Ea6ljFXt25fGngt3oRFVVMqw5lAdLUFGJNybQIGkPIwryQc47gEp9pAZJkX5QCr1gNSHEWEEUECx948NfR+dYRJ83jw0Eo4hzagahvQ1ItQHi5gyg+rktbceYRJzjUqhasJXw/kYaPy9su99p1ATnTCJSQxDnjCzkuiCCzYjiixB/zgCMiTYqn9pExB+thzf2fK/inwR2u1bXnpEJ5WXaz/HxWko9aGJ2BzvvAPX1IEk/KIVenzf7JiaLlUv+8Be2LvmUrV99Rn15WfO+zOEjmXDW+Qw7eXqv2XfaaaexYMECXnjhBZ544gmMRiMTJkzg8ccfZ9y4cb1mV3dgGp6OGG9HKqxFrW9pDynYzRiyEzD0S0QwHNufqRkZGbz11ls88cQT/Pe//yUcDjN48GD+8Y9/MHfu3C67Tqc+gU4++WT8fj+CIDB27FjmzJnDmWeeSWbmsb0acqzR+MUXRMorSLjuWoQf2AtQEATeGKs99F27rQC51T6TAClmE9s8fkY5baxx+9rVyQ+yW1nVoP1zfFPn5b2xA/mXx0+eL8R74weRaDZy7bYC8rya8y4Cxh5OHfopIQgC56fNY3ntEnI9W/ErvnZjjBhBgAxLDsXBAmRVZrN7DZNcp3T+eiYDllOGdIXpOjqd4sorr2Tjxo3ttg8fPpyPPvr/7J11eBzntf8/M7MM2hWzLBlkZsfhGMJMDSdN21tIyrnl3vJtm6T316Zt0iZpmjbcNuA46IAdNDNbBlnM0jIP/f6YtcCSDIkhsffzPHqknXl35t2VtOc97znne146DjM6umTs5pFh54qlhHu6mHnJlR/LbuZ9biIA3Y9vGyggIwmIbjOplgjmYhepusFp0uZ8B6m9xvHkzgC5X5xE5L1m1I4Y+V+ajOg00/34NuSO9Oe3AIKUsZtHDUGAy6+AD9+H7dthKHGofY56SQk0Nho94jesh1MOXzwwYzdPXExmMzMvvYoZl1yJr6WZVCKG05NNVv6xbRk3HHPnzmXu3LnHexrHBKnIg1TkQY+n0JMKSCKCy3rMyxcOxpNPPjnsuVGjRvHAAw8c1fsflgMfjUYRBIGcnBySySQvv/wyL7/88kGfJwgCCxYs+MiTPJFQw2Fa7vpv0HWsY8bgOuvMj33Nm4pzeLcnhMsk4lc0VB0aEimeafNxVYGXR1sGp6MEFMPl36dgf93mvb1rma9tb+BUr4u3e0K9x64ryv7E/fOciMzwnIFFtLExuGrA8bl5FzPCPgoBAbNo4dX2Z2lPtpBvPbaKqElNY10wxikeJ+ZMRsYnHl9rC3IijsPjxZ17aPVlR5s9e/Zw9tlnc/nllw847vV6j8+EjjL77KbX6yUei2bs5kcgGYvy6p/uBV0nr3wElVM/fs2nY1YhiV0+BIsJPa6ApqP6kkTXtOOYmk90eeug52jxgYVqPX/vS7nt+XcN1ioPiR19adyOGQUZu3ksmDELLFbYuGHg8bnzYcQIw9E3m+HVl6G945j3f9cVjVRjCMuIrE989PBkRxAEcss+/aJwJwKC3fKpVJs/Vhx2DpCu63R3d9PdPXyNwv5kDFgfostF1mWXkdi+ncCLC7COGY258OM5YRfne2maN41d0QQ3baql0m6h1Gbhy2X5jHRYubU4h6fajEWFiFHytyNqiJ/tc9D3fZ/mtvNhIMKHgQi/HFXMG90hLi/w8oWyY2vwTlacJhdjXZPYGd6CrMtUOyfSGK/lve5FzM27mLGuSXQnOwjJAXIteeSYj+3v5ce7mnm6zcd/lebxm+qygz8hwzFHVWQ2vb2IjW+9jr+1rz1W6biJzLjkCqpP/fibhh+Vjo4OgsEgc+fO5corrzxu8zhW9DQY9da6puHr6cHX05MW4Dq4TczYzT4sdgfjz5xDR90etr63mNzyCtw5H29DyjExD8dvzkbujNH9j61IOVZMXhuus0ox59lxzi4iujqtIp/e6Vbah27/Yy5zkaoNkqoN4r60kuR2P/bJubjPyGRZHBOcThg7FnbWgKxAdbWhRP/eOzB3HowdB91dEApBbg7k5B78mkeQwEu1RNe04zqjBO8Vo47pvTNkyHBiclgOfE1NzdGax0mDIAiU/t/v2HPhhYRfex1r1Ujyv/61I3LtaqeNdWdMHHT8V2PKKLNZiCga5+S4eL0rxL/be9B1SOo6JoyOOaIAP6wq4svbGgipGgFF48UZmXSxg6HrOrqsIVqGF/iTO6Ikanw4Zxcj2g/8b7fK9z5xzVgoVjpGUx/fg4CAQzIUkVsTTUS1MNFUmNc7nuczJbdjEg+vh+ZHJdtszD0n/b0zKZPUdcptmV3STwJyMsGL9/6Kpm2bB51rqdlGS802ZlxyJfNu/9JxmB29rdFGjTrxF7H1a1bQsnk9j37vG0OezyosZsKFlyOZj83/7qcZQRC45Bvf5dFvfYmdyz8gp6SMM667+Yhc21zgoPiHg9OpPZeNRPJa0ZIq1tFe4tt6iK3twPDk9b7dcBGyLhiB75ka9IQKcZWCr0w5InM7kdF1HVUD0wFKDEIxhfZAksoCO5aDaQmsWgVxo+SPyiqorzci745095bWVohGja/XX4XPXH/MWsmJDtOA72o4ha5omLI/mphehgwZMmRUOI4TeV/+CuG33sJz2aVH/V4OSeTblUW9j0fYrTzV1pdBoQDLTx3PSIfRg/GeseW80hng+qKcoz63EwHfUzuI7/CRd/sEbGOHfs98z+9GbgqjxRQ8F1cd8HpdKaMjgIDAe92LiGlRRjnHU243njfePZU1gaUoukxQ8bM1vJ5pnlOP7Isahp+MKuELpXmU2CyEFJWzV9cQVzXenT2WUY7MYuR4s+TRB4d03vuz/vWXyCkpY+r5Fx+jWfWxe7chtrnPgY9Gozidw7fq+rTSsWsHLZvXH3BMqKONPUvfZey8C47RrD79nHrV9exevZzxZ8056vcSLRJZ8yt6H5tzbMRW9+vrrkHhd2dhzjM6gWRfNZrY5m6cM45tWdOnldW7g7T5k5w+1kuhd+j+z+v3BvFHFFKKxqQK94Ev2NVpfBcEI/Iei8Go0VCe/h2OnwBr1hjK9cEgbN0C06YfwVc0PJ6Lq3CeUYLJY0VLKLT/fh26rFL47RmY8we3h82QIUOGg3FYDvy55557wPOiKOJyucjOzmbKlClceeWVVFUd2Fk5WfFeew3ea685LvceYbfy1qyxJDWd/1fXjkUUKLP1RYGuKczmmsLs4zK3TyNKTxw0HcVv9JZVIymUrjjWKg8A0fUdyE1hBKuErul0PboF+9R8nDMLh0yTneU9k9X+D0hqCWJaFKfkZpJ7Wu95s2jmhtL/YrnvHTqSLRRaj22aZkm/aLskGJkb4iGkBGc4uoR93exY+t4hjV376gKmnHfRMU/T3rVrF2azmQcffJBXXnmFcDhMQUEBX/rSl/jsZz97TOdyNGnZ0leL+/2HHzvgWLv7XtxZWRm7eQhMmnc+k+adf1zubcq1U/CN6eiKavR+l0RM/RxPx7QCHNM+GYJXnwYiCRVdh1jS0ONJyhrhuEJelmFfGrvi+CMKJklA12DZDj9luTYq8m1Df27NOgVWrzJ6vMdiRlr9pEl9581muOFGWL4MOtrhY5YuHi4mT9/fiiCCLgiZMpkMGTJ8ZA7LgW8ZqiXHMCxfvpxHH32Un/zkJ9xwww2HPbEMR5cJLiNq8PTUTPuigxHb1Emixo/n4kpEh5nQ8hZUXwLn1AKsVR4cpxQR39KNdawXgO5HtyK3RfFePRo0ndB7Rq9ga2UW8c3dqMEkyd0Bwm83IGXbyDq3AtuYbFRdJSQH8Ji8JLUEGhpZJi8xJcqynnc4v+AKsszGPVwmNxcUHN8a4iwU1hR1EvOOIt/RL4Iix6B1LeRPAMcnQzjtZGD7+++gqerBBwKB9jaat2+hfOKxTfXdvXs3sizT2trKr3/9axKJBM899xy/+c1vCAQCfPOb3zym8zkahDraiQf8vY97goPVzAc+Idzb7ipjNz/ZWIqNbBHr5ycdZGSG5u4E7YEkEytcWE0itW0RIkmN8jw7eVkWKvNttPiSFHgMh33ZDj/BmMK0Kje6DrtaDCX/XLeZFl+CeEqjM5hiR3MEu1VifJmTAo/VUJUPhcDjMZx3TYOsLMOJX7YUzr/QeAzgcsEFFx6vtwQAxaLRdodGqViOKZ29AZBQ4+yMbKHSMQaPORNAyZAhw4E54jXwyWSSzs5O1q5dy0MPPcSvfvUrxo8fz5QpJ35NmOL3o0UiWMozCpYnEoFX9qJFZBK1fqwjvcQ3dgEQW9mOlGtDT6poEZn4+i7M51YguswgQGxj54BWRK5zytAiMoHX9qJFUqhB46v70a2oE60sOXsFMikAZnvPwSSayDJ5eaNzAd1yB/9qeYTpntOYnX2E+5GqKjQ1QXExWIdOZRyS+vdw1r+HU3gHxl4JdUugYJLRj7d5BXTvhJnHp9b6ZCTY1XF44zs7KB8smXFUue6667jiiiv43Oc+13vsiiuu4KabbuJvf/sbN910E/nHWCH6SJOMDHTYH/3+gTcl8kePZcRpZ5+0dpNUFJQkODIlWycSmxtCJGWdzmCS/CwLzT1Ghlp9ZwKnTUJRdZKyRlN3gnFlLqxmo8a9qTtBT1juvc6YYgdJWWdLQ5ikrBFPGV/LdgQotcrM2vAGopweP/tUo649KwveWATd3fCvp2H6DOPcEURTVQItjWQVlWCyHLrd3BhcyYbYKtYjcpb1PNYGljPSUQ3A1vB6GuN1XF6U2bzLkCHDgTni/SysVivl5eVcffXVPPXUU9hstgP2yjtR0FMp9l5xBbUXXUzgxReR29sP/qQMnzh0VSfwSi1t964m2WgsxM2lLgC0kEyiNtA3WAC1J2G0FhLAWuVB13U8V4wi64IRmAvTtb2SgKXCTfCteqLrOij63iwKvj4d9/xyxCwLglkk0uHrdd4BVgc+ICKHGOEYxSnevj7vCTV+5F/06lXw5iL44L1DG69rEO0Cd0nf4+4dkAxB03KI+8GaBXnjjvxcMwyLdJiCTMdDPO2mm24a4LyDUXp1ww03IMsya9euPeZzOtIcbo9yUZJOWruJpsDKP8GK30PrOkgEj/eMMnwENF1nU32INzd04QsbdszrMD5fkrJOV7DPtglANKGSUjQA8rLM6LrOlEoXE8qduNMir6IAOS4z25siNHTFOX9aLnMnZzO21IHNLCKJEPFH+px3MGxZJAIjKgf2eU8kjvhrbli7gh1vv86eD989pPGarhGQfeSajdR9DY36WC0xNcLW8HpCShCH5KLCnsmKzJAhw8E5qiJ2+fn5zJ07lw0bNhx88AmAIIigabT96MeIXi9jli1FlIZXJs9wfNF1ndDiRtB0ss4fgSAKdPx5PUqHoQCf3BvEWpGFc3YRyZ1GSqyejgy4zi3HUu4murKN5B6/4cwnFFp+vhxSxsIEAQq+NR1LsYvYjh58j28HILqqneCre5FybRR+Yzpdf99Crm6jQh1Bo9TQO7/WpJF6P8N7OoXWUuJqlCpnX1cAXdZQwylMOR9TPM6Wfr4769DG73zViLCXzOo7JlnBWQDRTuipgQnXgWQ2Imumw4jqZ/jIlI2fxMY3XzuksYIgUjpuwlGe0aGTm2u0dYrFhm7T9WnCXVCMIIjounZI47OKSgY8PtnsJoJgbAJufx7MDjj7xyBm7OYnFV3XqWmOogPjy5wIgsA7m3sIx43yne6QTI7bQmWBnY5gCl3XSSrGc8eVOvC6zNS1x+lMO/UpReeV1Z2oet895k/KxuOy0OaLs3KXsZFe1xFna2MEp1Vi3uQclu7wo1rySJSOwNbSZzdpbTW+z5gJhUUQj0JVv64XimKk12cdor0bBpvdsJu2Q7Sby33vsC28gbHOyb3HzIKZbHMufrmHxngt8/IuwSSYSGkpLGKms0uGDBmG54hH4PenrKyMrq6uo32b447c0UHxvfdCOvqiRSLsPvU0Ert2DRqr6zpyW9uxnmKGfmgxmfD7zYSXNBJ+t4nI6jYiq9pQutMRbkkguTdIoi5I6M2GQc+3j80h9GYDyRq/IeOvgf/ZnX3OO4AOvmd30fa7Nfj+taP3cPDNemMOCYXgm/UoHTGUzhiTHiliwlJDMVfQ4Hz5IpL1Qbof20ZuaxajXeORhL49t65/bKX9d2uIbfkY/19+P6xba7TamXXKoT1HT6/GRDNY0ouXjk2GQ++pAERoWwdbnoGdr3z0uWU4LEafcjrO7ENLQ66aMYusvGMruNXR0cGll17KH/7wh0Hn9u41+qWXnwDlR1ank5wRhyZCZ7bZyasaPej4yWI3SYSMzb59IphyAt7/X4gMzmDTdZ2WRGrQ8QzHjmBMZuH6VmpaouxsibK1OUxdR4xownDeRQG6Qkm6gim2N0d6n6frhnde6LWyvSliOPbpc+trgwOcd4B1e8O8taGL1bv6ylG2NxnXk1WN7U0RwnGVSEJlUe4MNhX3OcXMPhXa22DR68af1ehq6B9Ief01I61+b+1HfyOinRR3v8Spo8JUzjw0u6nqxntkFkw4RCOrrzZWwzjnFAqtJQiI7Axv4e2ul1nmW/LR55YhQ4aTgqPuwMdiMex2+8EHfooJv/sutRdcSNPnP4+5NK0IrutokQhyczOJnbuIb93WO77z3t+xZ958uh966DjNOEPg5VpCb9Qj2AzDHlxYS+DFPfSuJFSd5C4/3Q9vRukcHBXs+usmlLbogGN6YrCAmNIVQ/UlINVvhSIbTn72laMx92uNIyDg7XKDBroIu4PbCS9tIVHjI/hGHXJnlNCSRkP1HiCdgoiy3+rncFAVQ/RHUYza9YMR80H15TD7azD2MpjVr8Z99+vgKobsSvAbDhnOT3c986cJyWRi7m3/ZUQ0D4DF7uDsG4+94nthYSHhcJgXXngBv79P5C0UCvHYY49RWlrKjBkzjvm8jgYVM09FOoS62MrZZwyZpXUy2E26dsDy/wcbHgV7v40nNQlx3yC7+YvaVmau2M4f6zPlaceLn7+8le88v5FoyshE+2B7Dxvrwmhp06Hp0BmUWbrD3xuRF/qprb+/zU8oNtBOykPobobjCtGkRv8cln33mFrlJtvVL3lUEAg4c3o3BLSdNWibt0BjA8l1G5CDYWOTOpguz1DTG9CHKPg5JKoCmoqJpJE9chCiCYWzcs7lmuLbOCP33AE17isC75JjyqfYWtabdZdtzuhBZMiQ4cAc9T7wq1evprT02La5Otb4nnmm1/mRGxsBsI4fT/5Xv4pt0kRqzz0PXVUZ+eqrWEdWoaYNiRrI1PsdC3RFI7a5C13VcU4vQDCJmEtcsKkLx7R8oqvaQQcpz44WS6HHPoZhTyN5rYguM6Z8B/ENnQg2CV0A0osascCGntKwlrnJuWUcuq4TeGEP9rCV/EYPXZVBIts7SGyVQBKQmyJ0PboVLZgi1Rwm7/aJZF1SRWhxA6LTqDVUQylEt/nwWtPk5cNnrgeLxWizcyAaPoDdi6DkFBh/FWz4J/j2gtVjKM9rMrSs6v8uQLgFtvwLCiZD23qonAPeEYf1XmY4dMadOQdVUVj897+ipJKDzruyc7jiu/9DXkXlsZ8c8Itf/II777yTG2+8kRtvvBFZlnn22Wfp6enhkUcewXSYdfyfVBzebCZdfCU7Fr9OKhoZdF6UJKpOP4eCMUPrRJwMdpOmFbDP7Yr3GN/dxTDyXGQ9l/rPDLSbgbSn51c+/udzhoOTVFRe29yGrGpcNb0Uq0liQkkWL21qRZMUuiMqa5p6uDrbjqzqSMLQ8SBZUTGbDq0kwm4RsZlFXHaJpu4kZkkAXd+3543LKqCqkO2yMHuMB03X2Lg3TNTioMueQ0Hcx/aolS53AWOzk+xyjGLCu8so6Kgz+sRfdAnBuRfRsLeTwvwSCoFESsVqFg/PbmaVwGnfMsrDDlIitrs1ytbGCCMK7EyvKuT1judpSTTiEN2ktAQKMjuim3rHi4h0JTtY3PkKIx1j2RXdyjTPqRTZTvDPgwwZMhwWR3W19MADD7Br1y7uuuuuo3mb405y2/ZBx8wlJbjnz0ONRJByctBTKUSXIWpW9Iuf473mauzTpx/rqZ6UBF+vI7LcqItT2qN4Lx+F+5wybBNzEc0SyboQSncck9dKsjuOlGtDdJlQOuIDouq2KXlocYXU7kDvMVOpE6Uluv8tccwoIOvcEfQ8s8Nolm4Wep13AM2fwP+8UV5hHZuN55IqGmd2s3nSThxhK6PWlVC5Od2ntjcrQAObhBpVCL7TiBZIkqoNEtJ05I4owdfqcJ1RgveKUftP58DkHOJuv5rq+64kwVcL6JAcZiNKFKFji/Fzx2bjuwB4T5x+359EJs45l1EzT2Xb+4upXbuKVCKBw+Nh/NnzqD71DCTTsRev28f8+fN5+OGHeeihh7jvvvswmUxMnz6d3//+90ydOvW4zeto4MrLZ+b1t9JTv5euPbuQ4zFEs5mc8hEUVI/HbB1au+JksZuEWwcfs2VD/njEIezmvdVl3FicwylZzmM80ZOTu1+v4bHl9QDsbA/zs8sn8uVzRnHhxCLsZolbH11FXXcUBZWle7qZWZ5NvtvKJePKULW+tPmWSJjZFfl0hvrE5rLsIqH44Mh1RZ6NceUuVu8KIAggCvqAqrRYUmf9XiOtvtBjYdIIF3mxbk7d+SExi4Oagmr25I9GFyVWVRgidq16Em+4ixZHIanmCLGURr3sINASJRRX2NoQYWSRnamVh1kT7zq0PvJKOnVAVXVSWpLmhPGexrTwkONFRPbGdgJGir2BwEW2qw9vfhlOKOLxOA8++CCvvPIKPp+PiooKvvCFL3D11Zm/i+PFww8/zBNPPMGyZcuGPP/cc8/x5JNPUl9fT35+Ppdeeilf/epXsdk+pm5VmsNy4B944IGDjlEUhZ6eHtatW0ddXR1VVVXccsstH3mCnwbcl15KYD/FYJPXC4DkcjHq7bdA0xDTvzTRasVxyimokQhdf/wT9imT8VxxxbGe9gmP3BXD90wNaqxv4RBZ1op9ch6i00zHH9YZByXBSJmvCyLYJFRfArUHnOeUEv2gpfe5WkJFbkjX5ImAxpDOO4JxH1O+jcQ2I7KkhxUs47JJ1Ripw4JJQk9HlJI7/XTs8rHliztBhJg7Se3MVpwWN+Urc3odeC1ipP7JjSHkxhC4TFgq3GTNryC5JwCAGjkCNaKtLZBMQdV+dbxV8yG32kiTl8xQOBk6t/fVxO+PJg98LEhQfubHn1+Gg2JzuZh56VXMvPSq4z2VQcydO5e5c+ce72kcE0RR4j+vvznw4N5meH+gwT8Z7SaFU6F5+cBjFgcwtN20SSKne12EFZV79rQxPcvBZ4oyqcZHmr1dEb7+zAYCsT5b8o9l9VwyuZhsp4Xz//A+AiBJAjdMq2RSsRdfWGZ9sx9dh/ElblyCjRynFVXTCScVuvq1hdvVGaQq141ZGhyxr+2I47JLtPmNeycVKPSY6Qgaz5ckAS1tDzuCKTo2+8hva0FEx5GKMa5zF4LTSY2nqjflvs5VTN2YYuNBcxSLBDkuE+NKnXSG0veRD01w8kAE21pQkklyKweqyI8rdVLoseJxmpBEgZGOsdTH9qAxdCaJwkB7KiIyOevEKC3K8NHQNI077riDNWvWcPPNNzNy5EgWLVrED3/4Q5LJJDfeeOPxnuJJx/vvv8/999+Px+MZ8vwDDzzA/fffz7x587j55pvZtGkTDz/8MM3NzUPqAH0UDtuBFwShd2f1QJjNZi655BJ++MMf4nSe2DvmWfPnDXLg1XgMXdcRBAHR0qcm2vLf3yFZX0f5gw8S/fBD/E89RcBqzTjwR4FkbRC5f526CVAMETktIvdmbwpWCV1RQNXxXjUSwSwit0WxTcghtrINXdEQ3BZSu9J1u2YBMcuC1jM4RRkAHfSkiv+FPb2HBJvU67wDiDk2RIcJLSyjdsdJ2JLo6fVMdpuLaE4ST8DNIHWf/kQUUpEw4RWtiE7jX1nKHpjOl2wMEVneivvsMizpdngHJB6DV18xSkKuvgYK+kUZBDEtUofRRm5fVH0o3GWQDEBqX/qwAOiw7TkYdT6UzDSuYbaD5RDmlSHDp5SM3RyGgvGDHXglaXz27Gc379hWT20syRNTqni3J8yjLd3Y2oSMA38UWF7bw/a2PvE4q0kgqej87s0aeiKpXsc422pmTL4bq0nir7fMZFOrjx1tYc4ek8d3n93C9JJsGoIRrJKJyYV5iIJhcqsLPMP+Lyiqzoa9fZFpkyT0Ou8ADouAxSySlCGSULEmY5wZMsToOlwF5CQCRJzZvXMcipQKvohCbXust/e8wzIwxd8XlqltjzGmxIHXefCMpVQ8xtZFL4GuM+WKz+DO77ObgiCQ4zauEZB9vdH1oci3FBNRgsQ1Q3dHQEAH3u1+nVO8ZzPWPYmA7MMq2rBLjoPOK8Phoes6yT0BEjt8aCkVyWXGMa0Ac9Hx/Sx+8cUXWblyJT/72c96N3ZvuOEGrr32Wu6//35uuOGGwysB+RSQSvUQDu9AUaKIohmHYyQOx4jj/jp1Xefpp5/mnnvuQZblIcfU19fz4IMPcvHFF3PfffchCAI33ngjTqeTJ598kq997WuMGnWYmbJDcFgO/N13333A84Ig4HK5yM7OZuLEiUcsTeCTjuh2Y582DTUYJFVXB0D4lVfpKimhoF8apJZMEnrrLVAUEtu24TznHFxz5mCfPu04zfzExjqiLyXOPikPMdtK9MMW9KSK0hVHsJvQJdCjxo63a24Ztkn5dP51A6o/QWR5K7qsITrNmEtdpNSQ8XO2jUQ/Z9w6JRdSKsldAQao7vRbpOwvcKe2RMn/8Wyiy1oJtzejihpZPQ40UeeUN8dhTpmM9Hz6bUCkMwX2J7nd1yvirIZldFUHTUcwi4TfbSKxwweqTu4t4w/+plmskJ9v9M11uYcfZ7ZDTjUk/EYNYKiFvh0REXS1n/OOcU5Pp9tvfx7aN4Fvt9Ev/qwfGM/JkOEEJGM3h0GyGRuCcgxi3caxjk1gz4bRF/YOS6gar3YFUHTYHI5zbm4W5+VmMSsr48AcDU4Zkd3788WTiijNtvH3D+uJJVVqu6Jk282YJIGeaIqHl+/m7qumUJRtZv1ekXE52expTlCV4+S9vR2cOjKHArudqCIzKs9Je8CIeAuCQEm2GVUzRO8GWLV+D5T97F0wrnHRuDz2dsTY1RpD0FSCNg8iOutGnIJssuB1SNBPx0YUGNKhbw+k9plNErKGpuvoOkiiwM7WKO3+JLquM7vae9D3zGSx4srLR0kksB7AbloEK+W2KkJKEItgoUvu6H3BIiKarvQ678ZboQM6UTXCez2L2BPdQXOiHofk4payryBm7OYRI9kQwv/8LpSu+IDj4feasY70kHPDWCTP8WmJu2DBAsrLy7npppt6j0mSxF133cWWLVuIxWInzIavokTp6HiDeHxg96dgcCNms5eCgguw28uO0+yMjZNNmzYxb948Ojs76ejoGDTmpZdeQlEUvve97w3YcLjllltwuVyHtJl/KByWA5+ptRiMFo9Tf8utkExS9Nvf0P6znxuK3oBgHtjHU7RaKf/LA6QaGnHNmYMgSZQ/PFiJXg2Hia5YgevssxFPdCXio4CuaHT9fQtaVMY1rxxBANu4HOIbu8j70mSkfBv+J2uQO2MD6tLRwfev7ajpD3A9bVi1qGw4yYAaUVA7+j7gxVwryR0+kAf/Q5qLnMit0b4FiU2Cfo58x33r0eMKMVeSD6/bgqgJzP3XNMwp499S9SUQPBYEVcdc4jQ2CIZBMIvoKY1UQ4i2e1ajJRUKvzkD15mloCpkVUQhFDp471tJgquvPfAYgG3PGg547wQkw2kHQ5U30pZ25IdJTdz3XCHT7znDiU3Gbg6BmoK1DxvlN+OvhZoX+z4r9vtMsEkij00eSX08yXm5WUiCwFNTRg66ZEhR+dAfZl5OFo4h0rMzHJiUonHr31fRE03ytXmjEAWB+eMKeGljK//60qmMzHdyx5Pr2d0ZwR83Ik+toTirGrp4Zl09548qQxDBLElcPL6UJbs76ArKnD+qDFXTaQ8k2bfT7LCItAfkIR1rt0Mi2M8BN0nQX7dwyeYeZFXHnopx7q530AWBt8ZfiGwy1lvRpIrNbESuPQ5zb7/5oRBFQ1rGF5F5c30Xsqozf3Iuo4scaEqKnGg9ifDIg/Z6FyWJqVdcd9D3+N3u13tr4AFEpN5Ueg2NHrkLARGdoe3mvudKgoTAiRVxPZ4kG0J0/30L+jClFMm9QTof3kzBnVOR3JYhxxwtZFlm06ZNXHPNNYjpNtXRaBSHw8GcOXOYM2fOMZ3P0URV47S0/AdZDgx5XpYDtLa+QEnJtcfNiW9vb+fuu+/mmmuu4bbbbhtyzNq1a6mqquoVok0kEphMJqqqqvj2t799xOZyYkj+HkcUnw+SRip1z0MPk3XxxYReeYWcL34RHZ1dZ5+DYDJR+dSTmEtLcR3gn02XZQSzmfZf/JLQa6+RffNNFP3sZ8fqpZwwaAmFVEMIdLCPy8E6IovOhzaRqg9R0xrEPKuQwiYjTc82KRdLiQtd1QgvMVq4KOgYS8iDm0hd0YZ03gHk/evj90UTBCMNZ++YJuwRC55OJ7qgowvG8iblkBFlEVMciKtYxnjR4iqi04QWHbreXE8r/ag9ib73IZLCNtqLracGNm4AXzNcedVBXtEhYs8xXkj+BHDkQckMSIZg/T/pTUM4WHsde67Rii4TRciQ4eQiFe3Tzqh7FwqnQPtGqDjHOPbBb0GUYOaXwZ7NebnDO1CypmMWBX6ws4kXOwN8rjSPe6qPX4Tm00o4IbO2wYemw/xxhcwckc31D61gdb2Pba1Brp9VzoamAAAXTSpiUkkWsqrxpyVGqdicymLsoglV09B0+N68CYiiQFckjstixm4x9UaelPSYoQju1wVmnxmJpRQcFhPyPjuq6wOy3KxKEkWQkDHGFHgsyKqGxSSQGqbVqpq+drTfxnpS0cj3WIjuqqVl83riLXuZfNk1h/NWDkuW2QsJqHKMwWPKpto1iagS4fXO53ud9uGc995rmLycmTP/uKcSn0j4n981rPO+D9WXIPhGPTnXVR+jWRk0NzcjyzKlpaU8/vjjPProo3R0dOD1evn85z/PV77ylRPmb6GnZ9mwzvs+dF2lo+NNRoz4wnF53YsXL8ZiOfAmTl1dHWPHjmX58uXce++91NTUYLFYuOSSS/jpT3+Ky3VkykYzDvzHxJSbi7m8HLmpCfu0qZT89rfkf/MbSFlZ7Dr1tN5x4Xffw33+eYSXLME6ajSW8jLMJSV0/v73+J58CuvYsSQ2bcJz3XVYKisBsFRWoqcUkESETERhWMJLW4iuaQddp8UmsjsQ47SqLPJmFvam0Scn5rC93sdf6jvZ2djOnVg5rSqHv8RDzLfa+YyarnMTQNQP7LibRrhRGowNAH1ffZ5JGNiPPV3yDWCucKOrOkpLBDHLgugw02ZqYccZDaDDmLWl6CYdb7ObpE1h6Wc2Y4mbmfvvaUiSCTWQROmKI3os2E8pJL5mcMrO/jjPLMFa6UFNKiS7TdhNZoSSksN8Zw/AuKtg9MXQvBI6t0LxNGgcWolzaASjdVTduxBshKpzjQV7hgwZTnwsLrDlQMJnpNFP+AyMPN8ozXn/V33juncQy5/Kf3riVDusjLBbKbNZ+HVtK482dzHeaWd9OMYtxTmMdBjpraPsVvyygl0UsWXs5rA8urSO/6xpRNN1PDYzLYEEp1XlcO3MMmam0+gvmFjI6nofa+r9bEw776dW5RCOyzitpt4Ud1GAjS1+Jhd7sJtNmCWR4iz7gAW2IGqgiei6TmoY3dN+ZpMclwlN0wnEjIj6prYgY3I9dETiSILAuXIrJjQ6nflYlSTzdr1D0mTl7XEXIJgk4kmVcELFbhEYkW+loWsYzZp+jCq0k+u2ICsaYZMX0Wwhq/jItW87O/d8Ts2ew/bwBuqiuxnjmsCW0LpDfr6AQEgJsD6wko5kGzO9Z2TS6D8miT3+QWnzwxHf3IV2aRWi49h1cgmHjbXmggULCAaD3HnnnRQUFLBw4ULuu+8+otEo3/nOd47ZfI4WmpYkHN5xSGMVJUgsVo/TWXXwwUeYgznvYPzO6uvrufPOO7n11lv52te+xpo1a3jyySdpbGzkqaeeQpI+/no348B/TESbjdFvv4WuaQjp9BZLeTkA+d/+NvFNmzAVFNDx61/T/fBDqF3dIAgIVisjX3+N+IaN6IkEia1bAYitWsXot94k90tfhKRO8t0aBLsFy9ljTphdtiNNaHFDb415YfqLUIhgcxTn9EL8cZnPr9lLt0OmwG1npCDwWDDBLpfGh1t6yGuLcX4s/YGsGwLzB0Jtjw0+uN8Ov/OcUlK1QeTmCHpc6TUQWihF/h2TybJX0xgII/g0GiYYDrk1ZkGzaWiSjmJR0QUdUhpKdxwpz47aHUcyS4g5NpBVtPBgAQ3BKpI1vwLXOWXI7VG6/mn0jpdyp1J8yinI3TH0t5dgjnUgXHwJ9HfqQy1GNP0gfW17MVmNvu9xP2x/EUKNxvHsUeCvPciT0+9XsNH48lZB7phDu2+GDBk+3UhmOOt7Rnh1nwPiSAvSjboAgk1gdcPOVwjXreRH6nwEwCYKfDh7HGuDUeKazqaw8Vm8PBBhxWkT+HpFIXtiCaYt30a5zcIHs8chZuzmkPxx8S7CiYGedHsowabmIFdNLyMYl/n3mia8DjMXjivGJAq8tq2VXJeF17e0s60tRCAmG063Ds9ubGBFvYNvzxlPUlF5cXMjZ1TmU5HjQtU0trUGmFScjabrmNK/k30R+X1rmzHFdjpDMoGoQkrRiaTtekLW+e7FYwgmFL71rw1cVmpndJdRhpUw2TDpKqKuYdIUBF1H1SCcUHHaJKIJFZMk4rSKKJpOcoiMOUmEcWUuxhQ7CMZklu/wk5BzcE6+mhHT84jEFWreX4Lc0cCECy7F08+p70p24DVnYxYPLbXaIlrYHt5EWAnyfvebdKbaACixVNCaajzgc/eV9XWkWulItVJsK6PMXnlI980wNIkdvkMeq8saiT0BHFPyj+KMBpJKGSUgTU1NLFiwgHHjxgFw0UUXcdttt/HPf/6Tz372s+TnH7s5HQ1isSZ0fWhRuKGIRvceFwf+UEilUjQ3Nw8QHbzgggtwuVz89a9/ZfHixVx44YUHucrByTjwH5P41m1E3nmHnM/ehpRuHbePvDu+AkD4nXcJPPsspuwc9JSMHouBIFB3xZVI+XnGYNUwVHJzM1oshuhwoEUjoOlGFF6HTMnT0GRfOZrIqja0uELALhHpjFIU09BTKlpcockXY09nBFGAQLqlnB0YscXPP3CyySyBhJH53d+2200QTy9wpLQSTlph3jrOS7ImMOycou/3tZ8bsLsrQcfv1pF7+wQuLb6GjT0f0lbRhikhMbNmCgW3TaDYPZPoohYExdh5dc0tQ26JonbHiW3pRguncJ9XQfi9pkEbB2KOjWRTmNhDm5Abwsa8AXOBg8DLu7HsWYPNHjaiIT3dsHUzdHXBzBHQvAiyR8LMLw39orp3Ggvu/LQYXv37IFqMmtVIv57OkQ4QzYPbyPXH5AAlZrSlE03gKR9+bIYMGU4sQi3QtR0qzgTzfmJ0VfOM7107oGUNNosNrywSS0d7563ZSUFaNXxf4nNDPEVUVXFKEmFFI6np+GQFTTeiwxkG879XTuLpVY0E4ym8dgt7uiL4oimiKZVQXO61m/kuK6dVFADwwZ4umroTWCURh0UikjDq2PelwzcFYvx91W7agwn88RTb2gNcNL6UM6sKmFDoZXuXj7e2dfCF00bjtVsGBSV2tfXZyki/tHYBeHujj9PGenjiC6fSvWojtrYkKdHMnrGnMntcNsLUfGpaE6gRY1lbXWInGFOJJlRaepIkZI1xpQ52tcYGpe87rSL+sMwHPh++iNL7N+NywLKuJUSXtmIPRBA1jWhPN23bNxPu6sR2djXL5aWU2Cq4vOiGId/nxlgdOhojHIbq9MbgKkyYEJHoSXX2jvMrPZgwDWoj1x+rYCepxym3VSGJEgXW4uF/wRkOiX3lh4c8Pjl0+7+jhT2tgzVt2rRe5x2MTa9rrrmGNWvWsG7dOi666KJjOq8jzeE478b4I9Ay+Shht9tJJBJcd91AXYxrr72Wv/71r6xatSrjwH8SaPvZT0lu34GuquR/4+u0fP8HRN59l7IH7sd1ptHz2j1/HqPffQcpJwfRYiHV0kJ09Rraf/QjtEjEUFLR0h8imkb7r39NyW9/i5jrwnLGaASLCSGzCgHg5U2tvLm1nR9ePI7yHGPhJ4zNpmC6scAowtjVDy6qx5RnQ3Kamer08sDN07FKIj9/eRutwQS/wM6ZGFF3d1DFn+tgzPVj6f7b5t5VYTAuo0oCOSqg6ojZFrR9/WkP4LwfkPS1e57cjnV0NgV7LEyYXImnw4HuT5LY7Se1tBWhJ96bTxh5txkAz9WjCb5o1BummsM4phcQ2y+dXm2Lobb1ZQjYJ+binFWEFleIv7wCR0HQeG2hIjwTJsDqVYboYiSdXiiaYdvzEG6BynlGdDxnFDgLYePjxoROvwucBdDwgaEgDYAEI8+DvYtBjnBQdBVGzIW8MYagVYYMGU4ediyAcKuxITjyPEMUs2sHTL2tLxMnfzyc9QM8Fic1oonGeIoV/hDf2tlMOK4h0tf0QwP+Z1czfxw/gjOyXbw1q5o8swlTxm4CQ9vNeWPzuWp6XyRZ13XuWVRDZZ6TbKeFbKeFB26ejstqoq1Lpi2Y4JxRhcwqz2VlfRf/2dhAZa6D+66fyvV/W9lbm76jPYQlvXEcSalsau1B1XQa/VHaQnG6okle29bMpRPK8NjNh5RZuM/fXl7jpyDLSo+phGDJFPx2L1FZozOQYkW7TiTRt6Td1WpsBkyrdLOx3tgM90dkKvJs1HclBlw/FNcIxftS7ItzrIzItxM217G0bgNjfIYT5a/wcNr4iTSsW4mmKFiDCXCASTDxXvciupIdTPecTmeqhRJbBTnmPBZ1Pg/A9SVfINuSy6bgGhKaMTcRiZmeM1kXXEZc208zZwg0XWG6+1TKnFUoWsZuHglE1+Glw4vHWMSusNBoSZiXlzfoXG5uLgCx2BBZoZ8ypMNsi3i4448lhYWF+P3+Qen2+36HR+r3lXHgPyaeyy4nkErhmjOHtv/5H8Kvvw5Axz334nrl5d5x5qIi4ps2EVj4EoFnn8V9/vlYxowmtXsPzrlzib7zTu/YRE1fn1DRk1Gh788f3tpJfU+M0QUu7jq/mg1PbSV/q58lFTZu/+opgJHm5JiWj6WkTyiiLNvB159ZT2vQMNwT0jJ1XWgUI0FPEqU12utg64AHgQ9UmbluB1pY7nXeh6V/Ad/B0CC5x4+oiVRtLjIi+6gEFtYOfR2TgLnAjm1CLomdRtu4/Z33/REtOjlVAQSHG7W0EHNhGHRQVZG4tQKPZILLLgd/AMaOhcRMkKzwwa+NC2z9l/G9YzOc8R1wFYGmgKpAIgjjrwZ/HRRMMpzwtg0wYg40vH/w168mjXEN7xmPLS448/tGam2GDBlObIqmGZ8leeNg+wvGZwzArtfg9G/3jbN5WB+M8mx7G0+29nBJvpexDhs7YwnOz8vize6+fuXbIn3R2ynuT+7i7niwv92886l1LNrazowKLwu+agQa4rLKldNKmVDSJxi4z242+4339twxRQB0Rw1nt74nxtbWcJ+wXBpZ1cl3W+kKJ9ndFWV3V5TTR+TxvfkTafBFKPc6EdObK4qmYUqXH2q6joARXdR1ENKCr71Ovi7QEUwhiSJ78kcbx1TYVB9mKEQB3A4TRdkWOgMpEBjkvO+PJILdLCAIUGYbAS4rcbcKGggjKpEkE5MuvpJYwE/BmHFUKtMxi1aeaHoAgCXdxrqvNlrDjaVfJNecj6qrqLpKVAlzdu4FtCWaqHJUo+oKu6LbmJo1m02h1Qf9PcrIbAivYkN4FQB20cHNZV/BJGaW8h8Vx7R8wu82HdJY0WXGNtp7dCe0H3l5eRQXF1NbO7gssbnZCO4UF3/6MzHs9nIkyYmqHnwjC8DtnnCUZ/TRmTRpEq+88go9PT29myxw5H9fGfWLj0nuFz7PqFdfxTFjOlqibwdX6Tb62kY+/JBkujd801fuIPCvf4GqIjc2UvbnP1Pw3e9gnzKl74KShJSTQ/O370LXDi+152Qg22lBAIo9NsLLW8jeEQBA8hlGOdkYovUXK+j88wY6PjA+lP+5rI4vPbG2dxEC8IpJJYyGlO8g+9ox7J2SzW8W7+z1mwVAQydulhBdFkzlrr4TwyAVDbFoFA7wHA3ELIuxSuk3XnCkxS1M/QSAJJHuh7eg+OKg6qjBg6cbuXKDCJs3wnvvIDnNmE+bZMxT0siZk+71W1gE48YZc7DngMUJTmORhmgGb6WR5mqywuyvATqsvh+W/p/h7AcbIVAPXTVGD+emFYY4lWg2zh+Qfos+Ocmh735kyJDhU82Is41MHu+IgaU2qbQj1r0Tol0A3LplL4+19qACDfEk/5hcyU9GFjPDbWxuCxgVUHlmM1/eWod2hHrsnkj0t5uPLa9j8Q5j87fJZ0SCNjT6mfyLt7jkzx/yyAeGozCU3VxW18n3X1lPQyDC766dwmVTivnj4p2D7mc3C+S7LEwvNzYDRKEvW6LAZet13nV0RLHv97XPedd0HVL9DvYbIIkC1rSD3R9r2mz2X9SKosCH2/3EEiqaDolDSJeWRIE97QnW14awSXZOs52BPSxhj0pMsRg1t+6CIgqrxyMIAllmL3bJTo7ZiK6ZMFFkLWNy1kzMooVrSj6Ljs4LbY/zTPPfMAtmOpNttCdbaIjXsie6g22hDbhNHiRMmDn0CG9KSx1UtT7DgTEXOrEeolPunF2EYDr2btNll13Gnj17WLJkSe+xVCrFM888Q05ODrNmzTrmczrSCIKIxzPtkMbabKVYrZ/cmv/LL78cXdf529/+NuD4P//5TwDOP//8I3KfzLbdEULu7ETu6MAyejSpPXvQ/H4a/uuLxJYtQ3S7qV69CtfcuURWrSTrootJ1dWR3LWLeE0N4UVvACA4HOiiSGzpUgB806eTe/tnj+fL+sTRFkigA0tf381ZCQsmIOWQmBtRiaxoTa8UjAXB/y7awWfLnTyxop6ucN/mytgiF6Ori3F/0AFdCZ5q6ubuzQ2MQwSc7FsxyMCFsojSFu2tJR8uyu44o5iss8po/92aAcfFLAuS24LcHEH0WhFMImp3X3q8fVIe0VVtvY9ls0JzVTuFDV4cYZtxDbcFzAJ6UkVN1/ArvoGqqaZyJ1nnVuJ7YjtoOlmXVuKqtsOy98Fmg2AQpkxF1wX0RBLLlGHEP1TZEJMSBEMZOqufyJ2uGa3ijIGGgnyoGVIRyEq3bdJShrL04TL6fJCObWpahgwZjjPJkPHlKIBYp1GSs/5R8O0Bkw3m/IzzcrNY6gtzZWE2u6MJdoTjbI/EeakzAIBDEhF1nXf9hvM/q7mLL5cXHMcX9cljn938zes7eoXrvHYTXZEUT66oRxJF1LTdvHtRDVPLs4e0m/PHFvLg+7Xs6YqwocnPq5vbhrxfTNbZ3hbGnLabggDb2gLo0/TednKCIFCWa2VieRZvbexOjzPG7+gMMLbQjQkTTouEKEIkofUKEpblWtnb0RdJN6kypV2NtGcVEbM6AbCaBSTB6CGfTDeS798uDsDrlBhf5mLlriC6DpMqXORmWdhcF8JsEokmFMYVzaTlVBOyrFA2YuhOLoomk2XyIiAwN+9i8qyFvec0XSWmGmVlGhobAivpTLURU6PkW43NcgWZsGKUtx1OhfXs7LMOWTwvw/DkXD+Wzoc3DWjDuz/W6myyzq04hrPq44477mDJkiXcdddd3HLLLZSWlrJw4UJqa2v5/e9/j9l8YmQuZmefQiLRRiy2d9gxJlMWRUWXHMNZHT7nnHMOl112GY899hhdXV3Mnj2bFStW8MYbb3DTTTcxYcKRyR7IOPBHiM4//IHExo0AmMvK0FMp4uvXAyB5vQiCQMk9dwPQ9LWvE33vPVK1tchNTQgWC9jt6IIA4b5UMC0a6RW0O5lRVI0fv7iFpKJx62kV/L+3dmFObzrLAiTQsQD+5jB5l48iWxT43qLtvB6TuSKWItdlpa67r+ZkRI6dH3ywm1slK589vZK7l+7ECtyMlVXIzMCMBYEWNIJoTMcMqk7eVybje7oGLTI4+m0fnU18m7EI6e/ka8EUWtAIJegxGW1fBCA9Jrqita/dXJmL7eXbqJvaRsMkG2cunEzO6ZUkdviQ26M4ZhcRW91uDN5vIeKaXoRjXA6W784CXcfUVQ8790LAD7IMC56Hz34OYdRIBE2DRNzQXXDu14/SX2uISwHYsweea/jQcPBtXkgEINoJlXMhZ7QRie/cmn5tUrp57/47HcPVGAiQP3GI4xkyZDih2fMmBBvRAdWWg0lXjM8SMIQuBYE/jx8BwOe27GWxL8zuWJKGRAqrKOAQBNA1wv2CkBFF7RW0O5kZym7uc9L3RboBNjUH+MXlE5FE+N2iGnpiMoFh7OZD79dilgRuP30Ef19af9A5yKrOs185ja8+vZ4CZ19buX3fy/PsLNjQRLdfpdBtw2420R1NUOx20NATZ1Sum6Si9fZr30dte5+j5XWaKNu9mTFdexjZXcsH1XOprPDS7k8RiilUFtio7zTGK/tdpyLfQVG2jfOnmtHR6Q7JNHbGCcdVFE3hnc09XDqrgLyqUeiqipyIo2sa1v3sZmuiifq4oU/jNnkGnNscWousy7ikLCJqiIDiY5rnVMpsI+hItlEX2wWAhISG1qs0fzAEBKocmc4tRwIpy0LBnVMJvlFPfFPXgJ7wosuM89RisuaXH7d2zi6Xi2eeeYY//vGPvPzyy0QiEaqrq3nwwQeZN2/ecZnT0UAQRIqLr8DvX00wuGlAOr0gmHC5xpKbexYmk/M4zvLQuPfeexk3bhzPPfccb731FiUlJXz/+9/nC1/4whG7R8aBP0I4zzmH0MKXAENJ3n3JJXguvYTYunXkffWrA8bmfuHzAFjGjSXwxJNYJk4gsXkL7Cds0P3n+9HCEQp/8P1j8yI+oTT6Yjy71qgd+eHF4/jzjdOYVOqh9rVaRtWEkGIqPyaOIxLk7V+9xeVTivnFXWfwlUCC59Y1sbbejyTAvjK9xdu70IEn1SRm3Ygw/AobZ2IY8Q9QmYOJEYhI9C0CFV8CKcc2yIEXsy2ElzaTak6Ltw1jf/urnYoOM7qiGe3vzCKdZ8TYMnEThW15CKpA1Jtg52nNXHThXASTiJZU0BIKglVCT6oIVglEAedZJRBTcJ5i7PibcmyQTMLz7w28eSoFj//TcObBCImIIlx/I2T11TySPRJKZhlOunk//YVwi/Hi7HmGAy/HINAAkTYomW0cj3cbAnVDvwPDH69bDBOvH+Z8hhOJeDzOgw8+yCuvvILP56OiooIvfOELXH311cd7ahmONTnV0LYeAUgkQtgLJiIVTTHKcqrmDxh6ZzqqPtFp45Hmbqa47GwIx4ju55T9rr6DkKrxi9FHrn/3p5Hh7OavX9vBOzWd+NPZXD3RFFN/9TaXTylm0V3n0HYQuymr+iAVdxh+e7bJF6cyx8m6Rj9L93Zw1kjDVrWGIvz3c3vZ3BwkmlK5ftoITq/MJ9dhRRAEwgljfobzbrThsZoEVB0UVU+n5Wt8Z+F6/nhKNqMEAXcqwsSO7VSeeSGSEEFRNWRFxyQKKJrxXRB1RhXakVWoLDBsnNMmISsaG/aGBsxd0WDRyia8Na8ZvfIEEEWR6dfejM3dZzeLbeWMc03GZcrCKtkGXKMraWy6Z5m8RNQQCS1OR6IFX6qL8a6peEzZBBU/6mHF3o3yg7WB5czL/2RHIz8tSC4LOZ+pRrt0JIk9fvSk1lvzfjzS5vcnOzubX/7yl/zyl7883lM5qgiCSE7OaWRnn0Is1oiqxhBFc7pG/pOlCfbkk08Oe85kMvGlL32JL31pmK5OR4CMA3+E8F5yCW0//RlEjR2j2IoVeC69BPe8eUguY7c2vHgxiZ27sE2dQvlfHmDXWWehhcMkVq4a9rpy29ApaicTI/Nd/PDicWxs9HPPohpsZpFNP7+Ayhsn8uLvV7IikiBY5mJcgZvynT1U1kX4yxu7eHZLC0J6RaEatpdbzTY6ZIW30q1a/rGsHoB9iYIyMB2RVjRK9pOICDy3e8BjwSahJ1Q0f4pUWuBOcJnR+zn4gteCHkifc5vQw8Z9B2wCyBodYhsJLU57YZdRFygLlOZWApB1bgW6phNeYkSmTIUOcm+bgBZKYR2Z3u2XZdi0BRDAYYcJE6GtFfz+fvfpd09dNyLw+9eLShaYcO3Qv4jxVxuR8oKJhgJ93TvGQhvdaAuVOgT1+eEwf/J3VD+t6Ir2iViAAGiaxh133MGaNWu4+eabGTlyJIsWLeKHP/whyWSSG2+88XhP8aihqxqIwiGpbp80FE9F2fEiJi2JCwXdvweKphgK9Oa0I9S5DX/ER8Izlccmj2Ty0q2EVI2lweHFjloSGYXu4ezmn26cxrm/f5/uSJLJZV7G5LvZ3hLGLpn58+I9vLChaYDdBHCYRUxRMyGLYSn32c3+DLc9+53nNvX+/MLmJgKJFLosEFllYrcnTtSqMqk4i9Mr840OMvEUCU3l3xvquXxiGV6HmY3NfkbluRlb0Bfd1nTDwf7yaWP4+cZ6/qdkJOfEGrGWGWnu48pc6DrUtBh/J267xGnVXhKyRl6WkXauqDq7W43zNrNIVaGd7mCScEJDUBU8jR8iKql0RpnxIjVNG6RPZBbNzMkbuo3XOXkXUBUfQ6Wjms3BNawLLqc92YKOTley45DU54fD9glzaE4ERLsJx+RPbn31yYIgSJ/YPu+fFDIO/BGk4JvfpPPuuxGzssj/3vdo/trXwWRizIcfIJhMNH/zW73t4kp+//9ASC+q7XaIx8m65hqSO3eSqqszesUD4TfeoOmrKXI//zkcp5xyvF7acSchq7yxzRDeqch2YJFEBJNA91lFPL9oJz+ePJL/Omskn9kWxuFL8s91ncT3E3c5AxNfkS2AhVEkeZC++r7/I8EuNOLo3IUdMzp7BI3R+mDHJ+yQUG0i2cmBSxYNCDpEsqP0rmb2Oe9Ar/O+D8FhQo8Zx8YuL8PVY6Pj7BhJNcGc4osZIZXR+qsV2Kfm96Z0CXYTWedW0Hn/BvSkSt6XJmMb5YWtW4yWcGniE+djnjUa09svDZy8Ietr/OxwwIsvwNXXgMd7gHc/jcUFJTMg0m70bh53laEav3cJxIerezfBAfra9mI7hPtnOGQSe/xEVrSRqPGBqiNYJRzT8nGdUYK58Phtlrz44ousXLmSn/3sZ9xyyy0A3HDDDVx77bXcf//93HDDDSeUg6tFEqgNPaitAcPbEEDMdyNV5CLlu4/39D4RmEafB7teQ5PsiGMuhs1PGrbx7B+DKMHmp8lG5y9iFP/EU3vFyxwCxHS4sSibbZEEe+NJYqqGDrzSFeT2zXu5o6KA072uA97/RGYou2k1SfzXWZXcvWgnl04u4r/OGsmE/Gx0TeCtmlbiQwi9zd8zhjntVbxWvpP3SuoOeE+TAMoQ3nyOw4zTJrGpxc+smhFc1zYS//k+9lR24rJLhBIpsmwWvA5D/HR8gYcFm5voiSVxWkycN7bEELcTdMT05rpJFClw2ch3Wfjilih/uP4izhldwGtrOynLtfWWDJglgfFlLt7d6kNRdc4an02+x0Jte4ztTX0bz+PLHEyqyGLFrgCiHMMS6wFAMzsRZcPRtjicbH75eaZc8Rnsh2A37ZKTatckelJdWEUbZ+dcgEkwsS64jFC67n1/RCS0Q4jIu6Ssg47JkCHDiUnGgT+C5N7+WVxnnoEpLw8tlcJcUoLo9RJZvATnnHNwn3ce0WXL0BIJTDk5qF2Gyq45NxfrpEk4Z59CaMGCQdeNvPMOSns7VQteONYv6bgTSSr84a1drK3vcxC/ff4YQgmFjU0BdnUYxndba4j/+dNyxsVUpqKzoZ/TaJYEZFWnTtTRJAFR1rkWC/8QkswZV8A7OzsJa/A8KZJAFzpnY+Ji3YLoMiPHFSRVTyfxgSumkIqBhjBAIFcEsjuTHJR0rqFtUi6CouMLd9Kc1814yyROKaniw5636Uy2UdjsRospJGuD2CcZrSjsE3KxT8ojtKQR1Z9AdJqIb+3GbMvB5HKBrqMlVWxb3yGyoQL3VZdBKGhE4nfWQG4uXHq5kWb/n3+le8BH+hz4DeuNx6efAab9Ph46NkP3LqNGXokbbeVO+5bRv3lYB/4QnHcwRKsqzjy0sRmGRdd0Agv3EN2nlbDveFIluqqd6Jp2vFeOxnXq8Wk7s2DBAsrLy7npppt6j0mSxF133cWWLVuIxWI4nSdGNobS7EPZ2jIwNKmD1hlG6wyjlnoxTy47oTYsPhIVZ0HOGESr22gtZ/MaG4Rd2yF3LBRMZHdPO7vIJtdsojNlfKbkWS1Mddk5w+vi3+3+QZd9sydEW1LmrVPGHuMXdPw5HLv59f/dStFoCxUlDnZ392nw7LObZlEgTzAivS7ZglmEeWMNu6loYJFE5PTGCRjOe57LQjAuD2gv54vJ+NJp+42uAPK4BPnzdPIxop3/Wl/HDdMqEUUBTdO5dGIZF00o5ddvbSapaMRTCmZJRBUVJhR56QomiCRVKvMdPHr7TOQPPyQnVsfusIeUotMVSlGSY2RxFOdYKcmxUtMsEU2qWEwCLb4EdouI3WK0ipFVnR3NMazmBGeM8xJNuJGzzqK7ZhNur5fJF9yCnEiy4YWn0RSFZDTS68A3b1pHMhKh6tQzEfezm7XRGhrjddTHdpPSkuSY87mu9HPUx/cM68AfivMO0JJoYLJn5iGNzZAhw4lFxoE/wlhHG71JJWD0O0to/81vafvpT3GefRYVjzxCwxe/RGzpUoILF5L75S8TfvcdUrv3IDc3E1m8eND1BLcb25jReK/9zDF+JZ8MXtnUyj+W1fW2iAH42UvbGFPgZsXeHlw2ExNLsrgmx82ojRHCwHcLoS0scduUUj7c0019dwwBaNVUFk/LYt76AF1opHR4a0cnABOReAAHzWjcRpRaVGYJJvIjMm+QYg4mVMCDiIDAoAZpEkPKx1rGeJEbQkb6rEmEpIal2ktqZwBB1nGeVsySlnfxlYRJbksxYSPszTXa8ow/ZTJe22islR5MeXbsE3IxFzkRRIHCb85AVzUSO334nq5BdJgo+dltAOgLXkHsasbiTiGbcwhvjeEaW4JF2QodHdDWZqTXX3ixkRFSmlaQTyT6oviRsHFe7JeBsOs1QzHa6jEc+H1phdWXQrAZkoH0e2FLR/oBdaBa/iAEyaiZN5/cQo1HitDbDYOc9wFoEFi4B8ltwT4hd/hxRwFZltm0aRPXXHMNYvrvKhqN4nA4mDNnDnPmzDmm8zmaqF1hlC0tBxyjtQRQLCbM4z79PXw/Nq4+1W7O+gHsfAV2LIDcapj+eX66cQ/t/gjPtvv4ZkUBb3aH2BlL0JhIsah7sBOUJYmMddq5uSTnGL6ITw6HajfPlcpJvpdN/EOZf12yGl8syW2nVQywm7KmE7+8m4c+aKTO7UfT+uzmiGwnXz9rHF1dSX63cqsRFxegOzJ8CYMATD/PRZu9HW/MjCiItAbjrG/2sbbJR67Dwpmjc5g7shRV0bCbRaJJheVN7by3s5tLpxRz6dRiGrvimESJhq44xXqEsnqjxG3kuPGYqtzkZllw2ySKs614HCYEQWDelBw0DToCSVbvDmI2CVw2y9BW+GCbj56wjEkEm0WkqTtBUU4u3fEw0XiYUFsLoY42xp93Cbqu4S0x7KacSNCwdiUAyWiY8eddgtDPbq7wvUtUjeCUXKRIoqft5hk58+hKthNRjbp7i2BFQMDooHfgXvUiIhoaVtF2wHEZMmQ4cflkFEZ+ytHicZq/8Q1af/BDdHWgF2epKAcgtmYtit+P0m4srsPvvU/e17/GiCeeMFKZwUhtNg1UztXDYWwTJ+G99pqj/0I+gcwdm8/ZY/L4wtkje6Pd3ZEUgbixQIgkFLa1hpg6Np+EoNOBhiYILP/RfGZX5WDvbsAjB3ujA7/Z0MRN5hi3Ex0QGBuNiBmBKiSqEGlBZ3NajC0PARciB+y8PsyGuRpIUvT92QhOMyQ1bJNySe0KABDb1k2qNUJRXQ72kBVFVPhQexeP5GWMcyI5tgJcs4sxFzgQRAFLmRvBJBLb3EX3Y1vRoilMuXYEq4S5NJ0mqqpIQWNxZT1rEtrrbyDt3Upobcioi587H5Z9CBs3wKYNUNGvLYrNBiXpNjltbfDPR6Gzs+/8yHMhfwLM+grM/LLxBYbzXTwdCibBxOtATRgO/sGcd4Apt8Dkm2HsFQcfm+GAaAmFyNIDO42AIVnwTuPRn9B+NDc3I8sypaWlPP7445xzzjnMmDGD0047jYceegj9BOrfrezpPPggQG3oQU8dYpbKiYaagk1PwbZn+zYD92FPby756yAVpS1pfPq+3RPiO1VFLJg+CqfYl7mwfyQipGpMy7JzU/Gx3aT6pHCodnPWZA+ypOK3xkGk125625zkJhy9NvL5zc205QXQxIH/oyUmJyZJoMjuoDDmQoMhBe7647aZmVWey8g8NzkOG3U9Ed6saTFkWXSdrmiSza0hLpiWy4PLdtIZSXHxpCLe3tFJStV4a1s7vnC6s4uuI4kiO1riJLK8MKYaKTeXqkIHWXbDac92mRFFgY6mFjZ/sAw5GcdlkzBJAtlOo/2WpukEo8bf2MQSC1vffZfO2l00hM0UjZ/E6HPOZe/KD2netJ6WLRvILhvR+3rMNhtZRYZgYrC9lZVPPkK4q6P3/EzvGVTaR3Nl8c1cXnQjVxQb2UdW0U61ayIjHdXMy72YlJ4kqScO6rwDXJh/NefnX8GZuecddGyGDBlOTDIR+CNAoqaG8NtG9FzKz0MwmYi88y7J2lpEtxskCTQNPZWi7I/30XTHncjNzbT9z08o/b/fUf3B+8gtLQhWK3svuXTQ9f1PPon7wgtxzjr5UqWiSZXNzUGjH+2+3ulmiZF5TrrCSXyRFEUeG4u7w6yY7OLFzW3oHdDsj3HvP17l6vZXUCQrb067kzZfkrt1B5oqcLctiSYJ9KSN9hqnQGNURUCgK107/yAJtqMyHgk/GquQuXS/2LsK9N9y0dEHJNY7puQR39aNHjLuoys6UpYFNZiClEbwlVqqtGKqthSz5Jb1JNwpUGO4VM+wqbXhFzeSnd1C/N/NuO+8mJJfnN43duMGQ3FeEOCD97HKMpYcQOuG7RqoKoTSSrvNzYMvfsllUFdnOPmJhJF+X5DuqVw62/iCgS3mGpdB/bvgLITqy0C0gCYzIHfY5ARlf7Ee0ej1nJ0RKjkSxNZ3Dmh/cyDk5gip5jCWsmNXhx1Ot8hcsGABwWCQO++8k4KCAhYuXMh9991HNBrlO9/5zjGbz9FCCyfQA7GDDwTQdNQWP6aqk1A0KdwGXduMny1uIxunawdEO9IdMNIf+JrCIxOruHXLXhoTKf67pom/TBjBxjMn0ZxIYhFFzl5VM+jyjzR3c2m+h9O8J5/WwKHazeXRDtZ8rpuFW1ogbTf/9FAjX6mZTcqs8I/zVlDri6LqkFI0vHYTkthnN+siIdqelhB6JIIlB3c8AUIJmX9vqGfe6EIKXDaml+UwvSyHtU09PL3OqK+/fEoxL25socEXo9zrQFZ1irJstAUTRFMq9y+pZd6Yot5rlrZsxxYNgNsFw9jN3e8vRkhG2Ozv4tSrruayWfm9dnNXaxRFA1MiQOObH4KcJAugbR3tqkqBqpJI281AS9Oga0+86HJ6Gvayd8UHKIkEiVAQd76RVTLePZXx7qnAwBZzW0LrWB9cQbY5j9Nz5mPGgoI8oI2cTbCT0AduhAsImEULFfaRh/R+Z8iQ4cQk48AfAdRoFM+112LKz6PnoYcHnNMCAWyTJlH6//4Pc2EhFBbiveF6un7/BwSroYQquVzoubmEly7rFbnbn85776HqueeO+mv5pLGzI0QwLhNOyL3aa3FZZUlNJwlZ48qpJZxTnc93n9uEDpxWlUOjL8qPFmwmLtmRBRMhyYkvplCGyCxMoIE5odKK3tv6pjWa4kUAh4lIzFjz/Aw7U/r9i5RarbBfiXs7KoVIvaNiafNrxvjniqxpx1Ls6luLhpPYpuSRaolASkVujoIk4LlkJGdZvdTZ64lqYSa6pw/7ntgdISzWOJLJ0FAY4OinMzyQpF7VeQH6Ilw7By90ByBJMHo05OUZPeRHVB54PIC3EqxZkDcWbB44/S5Ydq9xruJsiPVA93Yj9T7ZP91Vg92LYPZXh7pqhsNE7jg8NWO5I3ZMHfhUyoiaNTU1sWDBAsaNGwfARRddxG233cY///lPPvvZz5Kf/+l2ZvXwoTkyfeMPQTfjRERJQPEssLqg/r2B5+QYuEth8o1g81AN3FaSy2/2tmFNR97dJok8i5n3ekIMt231i92tvHES1sAftt0c2Wc3I2aFlKjgM8fpifX9bSo6BOJGtsg+u9keT/A75ypyCswkosqQreRcVpFIcuBvaFVDN2sbu7lyUjnTSnNw28x9gnOigEW3kGe1c+WkMuaMLiIsJxmR52BbS4BoSmPJ7nZcVon/OruKel+Udc4Cql06pomThn1PFLMDczKCFjMc8f52syds2Mqc5hVocrL3NZLOqOzcteOA77coSeSPHIMrN59YwEdOxcE3pYttZTglFxX2kbhMbq4r/RzPtPwNgKlZpxCU/dTH9+CU3ETVPm0CHZ2V/ve42n7rQe+RIUOGE5eMA38QdF0numw51jFjMBcWDDrve+opOn79GwCqXn6JVO1eYhs2YJs6FdFmRenxkaqro/7W26h64QVEqwX3eefhPu88LP3Sl5u/9W3i69ZhKi1FadkvDVaSsIwaRdf9D5D7pS8i2k6euqc2v7H7rOmGc24xiXywu5tEOtK4tSXIS5tae8evrDNEe1qDSbDk8veKz6EKRru3APAnMUFY02lNLzNcNolwQmU6Et/CBjGwTCrG7LbQs9mPEtV5z6TSrqiMS0qAqVfMTkGnI8dCic8w8jrgRORFklydjtTrIZlkyI91bDbJnX7kthhyy0BHS3JbcJ9ZgpsSStRRKLqC2zS8umyMYoSAhmX+VCRNg1UrwWqFYAiamwzxuZEjobHRqGGPDRENlCQor4B//B0qq2D+uX3nIhHYvQuKSwZGM1TVeB4YqvepFEyfYUTQz/5R3zi7FyZ8BlJhGHGO0TPe4gSrG5IRaF1tjBMkKDtt2NeZ4ShzjLXT7HZDCGvatGm9zjsYC+lrrrmGNWvWsG7dOi66aOh2TJ8aDvd9PRE17HQdfLsNoUvrEJ9lTcuNOneAU78F0S4INkBWBUgmSEVJRnuQ1j6C6dSv4RcdXJLv4ZJ8D5X2viyoL26tZ1UwSrnVTFNyYJGTBFQ7bfxfXRtfryjELp08FYMfy2464Bcz3kEVdbTEPqca+if37LOb+/BFZS6dXES+y8orm1vpicrYTCIJRRvkvGdZTVw4vpi3atpZsKWJF7c0UeC20RUxHOdij4OSLAexhM554wuRZWO+z240yn72bRK8t7eD314/iVHFThjpNgRZ3cNvSCZHnkGqZTtjJ1Wjaxr1a1dgsliJJFTUnVuxl59CfkU5/qZ6BEFEjg+2m4IkkV02ghVP/I3cESOpntOXwp6MRujcsxNPUcmAzQFNUxFFw25uDa0npSWZ7jmNYlsZt5bf2TvObfYwN+9iYkqUaZ7ZhJUgtoAdh8lFTIlSE90MGPXvE9zThn2dGTJkODnIOPBDoAaDNHz+8+iJBGogiOrzYR0zmpGvvDJ4bCBg/GCxYMrPxz5zBuG33ya6ZAk5t3+W8OuLett2JfbspuNnP0dubaXiscewVvXt0kpZWSAI5H/j6yR27MD/+BPGCbMZZJnQQqMdmLm4CO9nTg5Bux8v2MKLG/rS1X5y2QQmFLu5/uGV7OmMkJBVpld4aQ7ESA7VtwZQRDOVuQ7qe2JMKM7iubbQgPOxpLEI2YPKBhQC6Lyyq5NQyjg+325jczyJDDyBEx0dBQijk4PIDF/fImafyT4/z4Pek0AQBQRJQE9pJHcaKsm2SbkktnSDDmKWBS0q477EqKeTtRT/afkHspLggtrzqDh3KoI4eHWf/9VT0CJTjXZgba2wOd1nd5+SvMkE886FHdvhg/eNY5LUG00AjJ+bGo3vDQ19xzva4aWF6b/ZdXDzrcaiqL0dXn3ZcOrPmQPLlhrjS0qhqC+VsZeSfuUe9hzIKoGal4xU2X1UzjXa0mU4IphLDq9dluUwx39cCguNlNK8vLxB53JzjVrl2FCbTZ8yBPfh9WYW3CfIhqwch/V/B1U2Iuhy1CirOf3bg8em0r9nQTI29ryVRjp993YoPxO9YwuWdIZUONzNBbsTNCdSPD9tFKMcfe+XxyQhAN+rKmJbJMbDzUbbLzMgA891+NGBUquFm0tOjnr4I2E3ZUkbYDe3D2M3+/P+ri4i6ePZdhP++GBthwvHlXDROENnJc9p58Flu9CBjnCCUXlOarujdITjfLC3A38sRSylYBEFsj1mJEFA1XUKs6z0RFP84KL0JqAso//n3+ipFLvPuITqiUN3dpg7rZjkxEKyHCaC7a20btkIgNWbh6QksMe7qL70XNprtlO77F3jSaIEWt9r1VUVf3MDuqria6zvPR7ubGfzqwtA12kGZl5/GzZ3FqGOdrYtWkhWUSkV553DMt8SAEpsFRTZSgfNcayrL4Mgy+wlz1rIUt9iHFJfZ47pntMY6x4+0yBDhgwnBxkHfghS9fUktw9MmTKVDP6wBci7805skyZhmzwZwWQiuWs3gs2GnkgQ+eDDXudd8HhwzphhOFKC0OuYxdato/VnP0eurQUgsWULobfe7ruB3C+qIAhY+0WuTnSeW9eErOpYJIGrZ5QyqdTDN55Zz9oGP/99fjWPLq1j0dZ2vnDmSF5Y30xBlhW7SWRDUxCln5JOfU+Mb8wbzSubjcyGfJeFrrRK7r4uN2HgG6QXlWkB3XmY+FXcQismfkCM3LTmoxnov8/fv+5dQcfsSyDo6YtLAxcS7tNL8FxYiRpKEVvdzs74Vl5zr2Bq9ynMzDkDXdPQBJ33C97nss4icoZwjiWnGSktvkN+AVSPNSLw48fDqlXGTsLevX1ONvQ57x4vnHoqbNpkRNfb28DjgRXLwes12s3ty7mUJOMrFII1q41rdDRC52rjnnLKaEt3KDgLQTRDzkjIHg3dNRnn/QjjmFZA8PU69CEW1/tjqczCXHRs27Xl5eVRXFxMbfqzrj/NaT2G4uJPvyK76LIi5jrReg6hpEESkUqzDz7u00C0C8KtA4/ZvEOPHTkfPGVGmrwgQrTd+HzQZOjZiYBOHImfm8/gF9mVSEINAiCmHbNVgQjfrWlid9yI2m4Mx3itq688Z5/V3JctNcF1eJsqn2aOpd3sT6Tf585QzjtAtt0oG9R0nUb/wP+PBp9hf5OKxps1rRS57Xzj7HFous64CgffvWAsHaEE/17dxMINLXzr3xvZ0hLkJxeMQdd1BF2jdPU7RAuvwJU/+H/Kahaxmg0b7s4roGDMOCSLlcKxE2hYtwpI0tYRoG7lh31PSjvvNo+Xylmn07JlA4IoEGpvw57loW71MuxZXuKBQN9aT5IQTSZCcoBNrUsRVZVgazP+LbuoLp+ErCXJtQzO5hyKHEs+JsFMia2CUlsFDfG9VLsmHtJzM2TIcGKTceCHILF9+6BjhT/4/pBjBUnCPXcunX/844D6d8HtJlVnCLI4zjiD8r88gGi3U/XC86jBIJYyowWJ78mnep13ADEnFz01sAXLvg0BRBHTp7w+9HA4f3whb27r4H+vmsSpVbk0+2O8srkNgM3NfmIpBVnVefD9Wmwmkc79aklznSZ6osZCQkkp3NUjoOPgB5FDi/L50ZHR6UbjnJklLF7XzXlYiKDzOAlciJyLiTxEbBiLRRMCJo3ePD89tV91pstM5wMb8bsCdFeHSTgSIEBHfT3mvLlMzprJutBy4p4UjbYGchgiut0fkwnmzTe0EwTBiMinUlBf3zcmy2OI0QGMGQNVI6Go2HDO6+tAUeHDdKS+er96Ub8favdAaws4LZBbDx0xmPddwFhI31ffyFfK85mXO3zaP9lVMP9XfY9LZx34dWU4bESrhHteOaE36g8yUCDrvBEHHnOUuOyyy3jkkUdYsmQJ555rlG2kUimeeeYZcnJymDXrxPi7MI0uJOWr69sMG25cVR6CWTrgmE8NkdbBx6oHi7IChtOeNw72vDmw/l2yQawbAFPOKH4x9SIckshbs8bilxVGpNPn/97c3eu8A+SZTCT3kz+3iwJxTUcECq0nz1LnSNrNVELjwmUT0XWBf1avG6jYeghcP7OUZ9f1lQS+sLmRTa1+dneFBmwWACiajigYaf+xlEpHOEFLMEYkKTNzjJMrHlhKKK7gtpl6NQ9eXN/CTy6dgDB5MsK6tbjkGHpLPQzhwPdHNJkYc8656Gm7GWprQU0laUx6sJmcmNUgtiwPibTdLBhVTW7lSLKKihEkCV/9XjRVpXbZewDkjx4YWIn5fWy2bGeHt47RJV5srSm69uxk3nSjbr0t0cz6wAqmeGZRbh++Xr7YVsZ/jfh27+Nx7ikHfF0ZMmQ4eTh5rNphYNrXSguwjh+P54orsI48sOKn/6mn+x5IEnpacVl0uyn7w+8R7XbktjZMBQVI6Tqt7kceQZdlbFOnInm9iLk59Nx//6Br6wlDFMlcWmoI4Z0k/PXWmSiqxln3vktHaAt3nV/da+BX1/l7owx2i0Sw346/2yrxqysnsaSmg1c3G6Ju769u4RaMKEwxIvXDyh4Z/xTzMLEJlauJ8GccfGFjmG+YVR6Rw7T0k+l5hCT/i515mIlaBFyptIhdiZPc68fS/fh2VF+fqFXX79cBsPmyWsK5cUatK2H622ModVXCLJjsmUmX3I6ma4eeJheNwPPPGVH4yiqjDl5RDOdBlo2e7vuYOAl27YR334FRow3BuqiR3o/NZlxjH6pqbAhUjzUE7caNhVQJFI3pHfJYSzfv+cNIgnBgBz7DMSFrbjl6XCH8/hAdBgBMAjnXj8U22ntM57WPO+64gyVLlnDXXXdxyy23UFpaysKFC6mtreX3v/89ZrP5uMzrSCPmODFPK0fe1DRsXy2pMhfTmBPo89zq7fvZXQJF08B5kA3nphV9Pwui0YISwGTDPPkGzJIIiQBZ1iyyTMZn0/0NHci6xky3nWyziTyzxO8aOgZdOp5+38tsForTgrEnA0fSbr61tJuvBqsByE7a6XQMn1UiaQKTfUXUuf2ErQk04MWNrTjMIrF0Ab2sauzoCA54nssiEklvdE8oyeK+66fxxcfX0uCL8f/eNYIpDy3f3Ts+lOib85QyLwDC5CnQ1QmahjD20EQLk9EImxY+i2S1klNRRaCtGd2di5DyQzJIsp/dLBo/mc7dNez+YAl5I8eQN3IMyYBhN802GyZbn93UVZVgWyvVEycSkHuoOG0yUo2fnIrK3jHbwxtpTtQjCuIBHfgMGTJkGI6MAz8ErrPPxlxRgdrdTck9d2M7iEFQurvR+kfN+yvJaxqxDRvw/+dZou+9h+fKKym59x60WIyu3/8BgLIH7scyciR7L72s73np2vdeTCacZ55BZPlyHDNnIvZ3tE4wVE3ni4+voTWQ4PEvzEYSBRDgD2/vIv0j++SIUqrO50+p4B/L6pDTeX3hpMqa1xZSEGjFKs4kKdloM8Ov5TgCHNB5B7gZC1/GxlYUts0ppmJ5D5KsUabCpVhZSIp6NH6EnSwEXiDFYq/IXQGjX7wuAapOcG0H+V+bRuNfVyJ3yTjFPueksD6XmLuVhCvFuMQE2i6MYkt1kmPOJ6klCMoBUloKu3QIac7xuNHyLZUyBOtk2Wj9NqLSSH3f9/dYUWE46fvqjNvbjOh6SakRvS8oNFLy+7NhveHoX3EVNDagv1uPnBPGct1oAL4xohBJEPhC6eC65gzHB8/FVdin5BNd2UZ8Rw96UkV0mXFMK8B5ajEm7/H77HC5XDzzzDP88Y9/5OWXXyYSiVBdXc2DDz7IvHnzjtu8jgZSkQfR60Bp8qG1BNBTspEyn5+FNCIH0eM43lM8suRVG/3bU2GYcB24D5I9lAyD2i/Vun8veF2DQAO0rDbKbYqnw8Triaoqv9lrRJP/OamS0Q4b56zu66xhobcCCgCTAPNy3HzgCzHb48J2AgvZHQm7WfOcxvjuESzx9BA3yQTccf49cjMCwgGdd4A5bVVc3FxNgyuA+tUuHlteT1xWyQ47uLS9ipUFTTS5gojQa4FLvXZaAobgnlUSUFSdZ9c2sfDrZ/I/d++ku0VjdX5zr8DMvo0IgKvGZfP/JgI9PZCTA8kkBIOQkuEQKibkeBw5EUdJJUnFYmhyipLAVnJGVtLoazCi84C3bARmm41UWtQu1N5K997deIoNu+nKLyI7t4C2ffUaQMvm9UwbNYYrim/C39TA9u3vE2xtYfq1NwIwzTMbAYGJWcN3m8mQAYzysn3ZasNx9913c8011xyjGWXYx8MPP8wTTzzBsmXLBhyfP38+LfuLkffj6quv5p577vnY98848MOgtLWhyzKp2tphHXgtkaDlO98ltn694Tzto1/apPO882j55rfQ0854cu9eAAS7Hc9VVyF3deJ75l8oXV0D0y37O+8AikLgX/8m8K9/47n2Gkp+85sj80I/gURTCh/s7kbVdGq7Iiz69tk8v7aJX726oy+YJcLofCcOq4nJZZ7eRQgAuk721rcQ0RiZl8sO9zj8MZk3DvH+tWjI6OxE46vnjuYHDQHq6sNciZmLsJCHSC0K8zEc8ipBovOKaiJP1JAHqFYJpT1GW3uE/21o5bvdOhbRjJaulRcsInnWfPZYmmkZ241Z3U59qJWmZB2XF95IT6oTRVcIK0E85oPUx8qykQp/+ZXGps9LLxrHOzuNL0Ho+7tqaoJ4DKZOg7x8Q7Bu7RooLoYLLjSen9yvpZWuG47+tq1stDmZBjRG44xOn57gsvPAhOOTjp1heCylLizXjiGbMQcffIzJzs7ml7/8Jb/85S+P91SOOoLNjHlMIZxIkfYDkQiArkK0c3gHXpVh67/BXw8Mo9eQPxE2P21cC2iPRigCHKLI9UXZdCRl/tHSTVdKGdC2LLXfZRQdHmvt4bHWHm4qzuG+cRWcqHx8uwlVq4uRdJGJI/NZm9+KPyazLn+I0oghaHeEUQSNZmeQu88dTeGH+bRv14hKSaYEivGkrDw6bl2v8y4Av7hiAl96wshKs1kkatrD1LSH2VYf5oplM5B0kZiUQhF12vL9lBc42NpqCOpN99VjWh80Ms4uv8Jw5BUFwiFD1+UAqHIKUZKYdMlVSGYLm199AYBIVweRro4BdjPQ0kgqHqN08nRcefmEO9ppXL+arKISxp17MZLZjJZIDOgmoesaofZW2ndswZIwdhPk7r4NkFxLAfPzhykvyZChHzk5Ofzud78bdFzTNH7729+i6zqnnHLKcZjZyc3777/P/fffj2eIz5of//jHRKODNzyffPJJtmzZwvz584/IHDIO/BAIokjZgw+Sqt2D+4ILhh0X37SZyJIlg0+IopHK5XDgOnU2ibVrkTs6QFFQQkHk9nZia9YQXLgQwWJBT6UQnUakVXC7jfR7UTRq34dQZRYsJ270HSDLZubR22fREUrw9vYOfrxgC7efWYlZFJDTK5FATCEQU3j4tplcOLGIJ1c0sKrOZ+zuCwJLc88kL9lFqmw85xbns6Smc9B9JhS72d6WLnUASO/uL0NhHsbx7td38HK9oWwsAAWIRNGZK1rQNEMleblN58lnN/FlTFQiIcVUAqLOn7QE/rAFXRBAF0EwHHg1JVNmq6K6J4xlq4or6sA3McooxzhMookrim4iooQps1ce/M167VXDET/3PBg9BiZPgU0bjXO6btTIT58JmzaA0wkmM3R3Q0kJlJUZInSRCNTtNaL1OTnGc00mcLqM81s2g9/PWJebu4pG0VJUyrN+PyxfakTnx43/qL/qDBkynCgIIkz7rOG8FxxAaCvYBF2DdWZ6hUNEC2SPhEA9oWScf+tlTJZFihJBFgRUnm33YxEEUrqOKx1Rd0sCYdWod7eLAtEhyhasQyiTn0h8fLsJr4yooSSaRXBUiHNLCg7Lbm7P7uJHp7wFArhfjzJx1ThGaSJLSvZQq/ewtLARUYCraydSEsvi5Slb+e6zG3uve/G4MiqyHfxtxW6aIzF2ZXeTE7czu7uM8YEClkbqKD1LRhBgS0uId2N2birQsIwaZdirK66ESBTKyg/6Xm174xXCne1Uzz2f/FGllEyYQsvW9Fx0HdFkonz6LFo2rsfidCGZzER7uvEUleItKceRk0cqGqanvpaG9atwZBtiroLJhNXhwpmTS+u2TcQDfqx2N7md5Xg8JcQCPupWLCVv5GgKx074GL/tDEeLeMJHV89mFDWJ1ZJFYd40TKbjJ4LpcDi48sorBx3/y1/+QigU4s9//jPl5Qf/m/+0IWsajZEEcVXDJAqUOay4zMffZdV1naeffpp77rkHef9Aa5rzzjtv0LE1a9awbds2br31Vi44gF95OJy4+WQfE9dZZ5Jz++0IpuH/YBwzpmObNXPAsdyvfIXsm2/udb57/vFP5JYWY2cYUBoa2TP/XOSODgSLBcFi1OY5Tj+N0e+/R96Xv4TgcsFwzntWFgXf+c4RfKWfTOaOLWBiiYfHltfT4Ivxq1e2U5A1eOOirjvKm9vaaQ3EmVWZ3bu7vylrEmZd5pwtj7N9204Asohzum8lBUljUfJfZ/WLHAtDl6o+udJYdABsRuWbxJiJiRJNTCscC6yJJ7gzYeY8LOlL6Xg1gc9j5c9BEyISpjw73SVd6LqOhER8cStnlV3AlNGnk9voZvajE7HFjVrDfGsRtlaNLe+8haYdRFG8d1Ga/t7YYDjuum6ck2VIJeEz1xsLmw8/gAXPw7IPjdT6t98y1OpraozUer/feF7FCAgGDMd+wkSw2bBHwvzOovDMKRNgz25obu7bLDgBSaga2/wRIvLQisoZMmTYj9xqqDjLaL81HN4R4KkceKxyLpSfllaiT0Hjh5Dwk6Un+DJ7OD2+k8eXPU9bUsYqCljTH8pne11sOGMC3xxRRJYkYBvGefdKIj8ZVTLo+InGx7WbywobsagSN7w3i92b0to7+60SD2g302boyZWN/Gv0JhaX1LK4dC8PjVtDTXYXmgYzu0spj3rI6nISTPeSF4CZ5TkUZzkYke2iNRjnH2PW8/y8DYydYjhPXeY4f31vL3+4fhq/uHwC70UsTN2Vx86CdA15fgFhp52Ondt709+Ho7fNXPq7v3mg3dRkGSWRZNo1N+ItLaN2+ftseulZ9q74AF3T2PnOG+xd8SEdu3cgx2LE/X5AIKe8kkQoQE/DXorGT8JktZGMh9FmSBR9ZSZdtbsJtDbRkm5hdyKSDIXYs3Ahsc7Bmz+fZOLxbtZteYD3VnyfrTufoGbPf9i0/RGWLPtvtu16GlVNHvwix4jGxsbesrMLL7zweE/niKJoOqu6gvynroMPOgKs6Q6xojPI8/WdLG71ET7O67EbbriB//3f/+Wss85i4sRD6wihKAo//elPycvL47//+7+P2FyO/3bGJ5Tk7t00fO7z2KdMofzBvwJGf/i2n/wES2UlniuuQPR4KPz2t2m49TYArGPGkPO521Ha23HNOYeW732fVH19XzQ9kTAMhKahJ5NUr1lNqqWF6Lvv4b3uM0hZWbjmzCH81tsktmwZcl45t92K5Dq27Z+OF7GUgs0kkEj3qp1c6iEQk1E1naSiIYkC1QUu/mfhVtqCCWLp3u2CrnF5x+uUx5sR0cmKd9HmymayfyMzghspjzfzbOlneHVzBxU5dhp98d5FiIBRi5fol1qo6WAShV7V3J8TYxISe9EoQ+R9FMam5Xm3p39ej8xMTIiaoU6vA1M+eznt96wGQMq2Ysq1Y5U1FBH2pFL85fnNvPz1swB4/jc/JRWPYbJYGH/W3OHfpEsuNZzvgN9IIeyfAq/rRjaI2WzUsm/fZkTVwYiWiaKhSN/TDVOmwGYdOjqgsBDKSsFuB4vZqKcvLIT2dszjxxuFiBMmGA5/1YkrwLO03U9TLElrLMn5pSdHD+kMGT4WkQ6jF3xWuRGNB6M//PYXwJFn1LKb7TD6Alj3N+O8s9Bw+pNBQ5l+y38g2g0IIJlBTZFE4gWhgjmazs6zJtOUSPJ2T5hbinPwmE2cl5vFa10BNobjQ07ri+X5uEwniNr/QfiodnMf1cFcHKqFvLCTRmsIZT9f+FDt5qbsDrbldg5Qm9cFeHzMBoriLrZm9wkP6sA/VtVS6Laxpc0/4Lrn3GVlXnQxCZNCWbadEblOErKGJEI8pfK9fnZz2xuvGOnxJhP5o6qHfY8mXHQ5nbt2EA/4ifp6UPYrgRREEclkpnnTOtp3bMWStpuCKCKIIrmVo4j2dFEyaRqt+kbCne24C4rwlpRistkxmc248wtxFxQR7myjcNwEBEmgaNxE5HiM3BEHFkX+NLPuvvtoX7Wajg0bOPNTUiYVi3exYt1vSaaCg86papKG5iWEwg3MnvZdJOn4C2Led999APzoRz86zjM5sqiaztutPbTH9y+GMj4jmqIJuhIpLinLw2M5Pu5re3t7r+bAbbfddkjPee6556irq+Pee+/F6Txy/lvGgR+G5J49qD09xNasASC6ajVtP/0pcmMjAD2P/B1MJmwTxpP37W+hBYPkf/3rhN56m7Yf/Qj7jBmGw64oiF4v9kmGonjuHXfQ/ec/YyoqJvT663T9+X6cp56KlGUoeHf98U/DOu8Ajmknh+jJxqYAi7a29y5CAKryXLyxrYOybDt/u20WJkngwfdqaQsmMIkCPdEUoq5i0VK9zvtazzR2OY2K7Vp7FRWxJmpchmF/d2fX/m3a0WFQOyKgdxHy5bMqeXRZPWt1lSK3lQ0pBT0Jj5pSPKEk+SNOJASiwP+ZU5wti8ywWLD1JGj+52ZMgOA24z6vgsjKNmzV2bTdPpZfvbCFG8f31clWTptJ264aCioPYuhDISOVHYxo+MRJRnTcZDbU6RUF1q2FSy83auInTjSccY/XSL3fJ3y3+G04/Qzj51QKPvig7x4bNvT9XF9vPD77HJgz98Bz+xSzsL4df1o5Odd6YiijZ8hw1Il2QCoCfkPrBd9e2PECxH3G44b3jc1DdwmMPB+UOIw8Dzq3wvbnwTPC6AWPBiYHeEpBh9qqqzDV91BiNbOw08//q2vnjGwXnnRK5T11bcM67wAzs06OTe+Pajf788i4tRTF3WzINcQC97eGH8duqjoEKkK0pHyQ1LGYBFLpue7oCFLTEcRhEYmmNJwWibqeGJ/7x2oSJoUCt5VvnzeGJ1c2MKc6n0dvP4UfLdjC+f3spresgnBnO86cA4uqJkIh9q4w+r23bNlA0fjJdNXuQjKbSUYj6IpC08Y1TLzoSsJdHRSPn4w7vxC7x0u4s90QvovH2PnOm1SdehapeAwllaJ22fu992jZvL7353ZfnC1hH9Oq3Iw+68QS6+zP4q99nVC6fbJ39OiDjP7ksGn7I0M67/3xB/ewq24h40dff4xmNTR79+5l0aJFXHfddYwYcWLpD230hYd03vuTUDU+aPdzecXxaam9ePFiLJZD38RRVZWHH36YqqqqIUshPg4ZB34Y3BdeSMn//Q5Lun1c6LXXkBsbMRUV4Tj1VEIvvQSKQmLzFhLbtuM88wyjjj1t2HRVpfg3v6bj3t/hOnc+wX/9GwD71CnEVq8mvmULetxYcARfegn77FPwXnklrrlziLzzDgCW6mpSu3f3iqnkfeubuM4+6xi/E8eePy3exX2Ld+O1m3sjCbOrsrn51ArquqNcMLGQCSVZLK/tZkqZh6SismhLOyOje7m48y22u8fzWuFFTAluoTDRyXdnOGmz5vPUSvhX6cAP32n+9UwMb2dJ3jxa7KUAZFlNBBOD03Suw8IVS7vZg4l3UGgPJ3GYReNXruiUIzI+HYl/iiRtJol6WaE6JWFBJNkRw4RIPJxCf85oixMvd3P616ax7McDVUYv//YPDu3NcrkMZzwUNCLqmzYaEfdo1PgOkJtn1Lxf+5m+54XDsH4dNDUazxMEQ8xOlo3j+1NSCuXlsLMGAgEjtT7vxFOe13WdqKz0Ou8AY080tfAMGY4WBZNg4vXgTHez6NhkOO9WD+SMgrb1hsJ8qBlCLZA7BkxW+gynBuOvhd2vQd54aDUylnZ6u1geiLMxFCOWdgqfa/dzhtfFdUU5nJ+TxZvdhrjZeIeVmliy1/H8QWXhSdHi8qPazf2Z3lNCSdTFhfOyaXCFeGpl46Ax57RUcWpnOc9VbaXWY2zODGc3zxlZQLnbw+SSbDa2+Hvtpga9zvs+dMAkSYDWmxmwszMCQGc4yXef2wzAK+VeFn7tTFb8aKDdHDf/0NKJrU4XNo+XRCiIIEq0btmAaDIjx6KIJjM64MzNw1NcwrQr+9YMiXCIpo1rCTQ3GtF4BLIKi1HlFE0b1w66j6e4DG9pOTVaHuGITKsvidd54m0I65pGrKen13kHGHnJJcdxRodOMNyAP7jnkMY2t35IddVVxzUK/8wzzwDwuc997rjN4Wig6jq7QoPLhoeiOynTlUiRbzv2v4fDcd4B3nnnHdra2vjlL3/ZV7pzhMg48MMgiCKeyy/vfZx3x1cQbDZUvw891S9N2W6HeJzoh0tp/vZdWEePAkBLJlC6ulE7O0msXUfeN76O0tGJ59rPkNi+A+vEifQ88ED6ZgLtP/4f0CH7+usJ/OdZkvX1pGprkfLyUEMhSCYJLXqDrIsvxlpZeQzfiWNPOL0ICMRlfn/9FNbWB/juBdXkuqyMKXTx85e3cc/rNXRFjEXaom+dzVXTStnwSh1ip05OygenX0X5W28gopNY8Aey5tzMV+fN4KF3awc0kRsVrcOjhKmIN/U68JHk0DU2s5DwIjIj7cADyLLGUzjxIuK/uoraF2uJoKPk2Yn6ovwCF3mIvG1SOVUxigmb0KhExGI3YRvbpzLfHkxQmGU9vH9yqxUuvMiImr+z2PiuplMizWZDuG78eMMx3+fQ9/QYavWybDjlTifYHYYy/Ycf9j2/P36fka5fUAgN9TBp8qHP8VNCVyLFG809mPu9/TYRnJ8A4ZQMGT4VCKKRJr+PqnkgmiAVM9Tn9yGajUh7zy7Y/Eyfw68pRhu6VBiCDUZ0PhHk9JJKLoi0MNVt5//qjdRrAfh2TRO6DreW5vFEWw91sSS7YkkKLCaCikpC03mpK8BVhdlUOWzH7n04DnxUu/nIh3tZU2/0NJ8/Jp+zVo1ARIBHIXl5G1+dZx5kNyf5CslNOqgO5vU68MPZzeqCLFxWM2Py3GxsMe4T67dB+turJvLjhdsAGJXnoMFnLOJ1wG4WiMsDnXyv3czcsX3Rt49iN01WK+PPuwQllWTXe2+jppLoab0ZyWzG6nRROHYCqpxCMhsL9khPN1teXYCmyHjLKrA4nFjsDlx5+exd/j76EHYz6u9hwoWXYYuqtPmTjCo68TaDfTU1fPijH2Pqlxpsyc7GnvvpKDtr61h9yGNlJUq3bxuF+ccnEzaVSrFw4ULOPPNMRo0adVzmcLRoiyVJqAfWrujP3nD8uDjwh8t//vMfsrKyuOqqq474tTMr00NAV1VEt5vc2z/LnnP3UxdMR9HRdcJvvIEyezai241jylQSO3YAkGpvw/f4E2ihEKmmJqxjxhB4+mnErCx0QUByu1Gam/E//hiSJ4vEtm29l1e7unp/Tu3axd6LLqboV7/Ee/XVCOYTbycX4BvnjuHvS42d3AK3jbuv6XMWn1vbRDihEE470EWKj/tf38jZk0fw3e/ewcp3xxPPLuOHbzTSnH8uZ/pW4lYjvLetlTzrKCRJQOtXp7ckfy6VsQa2uPvEKNTBmYAA/IEEa1F5k76FqAXIR8SGgD0gY0pH4Nu7QyhAXjqydNqUIkzT8nDLOmzqwLzZj7nQSdZ5I+h5egeddQE+F/Fz4ekV3FIQYNeqZZxz8+14Cg7WSzkJzz/b1+vdZv//7J11mFzl2f8/R8ZlZ90tsnFPiBMguBYvViq0lCov1OjbvvxqUIFibWkLbaG4FKe4hBhxzybr7rvjfuT3x5msRIC0ERLmc1177eycZ2aeOTN77ud+bvnCaadBfT2MGweRKLzxGuzcaUTgq3fCB8sM6TlZNlLuX3/NeGzAb/zsj2TSeA2zCabPMDaujjMCCQVF1xkeFDqnNO/oTShNmmMZXQPZatS3r9xLBkkb5sz3bANPpTE2oxSCKdmymA9aVoASoyA6wB+cpSxsKyBDlhB0HbdJoiWW5C9tvXhMEluHpdB3J4acyV3hOPPX7OKOqhIuL8zGJB7aKMinhYOxm6VxF396pYEF0zJ5/KvzeHxNCx6biV+8upOB0Vs5u7WKzISNZdv7sGXE97Gbz4zazgRfLqvzWgfvO5DdfHZLCzU9Ada39u/3+B4deID6vpERuHOmFnH+tGKiSYVXt3Ty0tZOqvJd3HhqFd94bANrGwfoCyX4wvxyvjPVSl9jPRVz5mN1fXTGhRKPs/n5Jweb3clWG+NPPoO+xjryqsaTjEaofuvfdO3awfQLLqNr1w7qV76PIEmIskzhhClUv/UqALGAn2hw/3ZTTSbRdQ1rws/4PCemvTsCHgeEOjpQ43HUPX0EBIGT77jj6E7qIEgm95X7+igSydBhmsnHs3btWoLBIGedddZRm8PhIn4Qzvt/Mv5oEA6H+fDDDzn77LOxWg/9BvLxdzU5xMQbG2n43OeoOWEuvhdeJPe730HYj/PiPO00BLud6Nq1IIDvuefQU53n9WAILWCk90VWr8b7z3+ier3osRiVTz6BOyU5EK+ppfNHezWl2E8X/K7/u5Weu+4+tG/0U4TLInPOlEKmFmfw722dvLKlg0DMWPDddtGUwa7wY0K1XNr6FJVv/o7bn1rFlX9bR9aEGYiayoK65xgbrufp4ovosBQwNbCddbtaRureAv3mbDZ4ZpKQPl6arxudZ0gQGFYVGAa+SpgbCHPue9XsdAhsyTOz5xL/Z+I0ZJt43ayy45U6go/sYqpkbLyIdhO6ohHZ0Y9q8zHRpjEQTrDy6UepWb2c1f968uNPliQN6byD0XE+N8+oUc/LHzq253fqO0lhIVx1jdGZ3paKCtTXQyw29FzOPQ3vBENy7r134V/PwgvPffy8jkEqnVY8w6LtBRYT7qPUKCVNmmOacC+svgfe/5mRNj/qNCPqvje5kwzZOF8q9bZjPexR3lDjoKSuR9563K3vMyXZQUzTeGXWWM7K8QCwKxzjO9Uj07z391/7vZo2bmv4ZJrmxyKf1G5O6yvgO5sXsujxyfz28XqufnANJ5RlkRmzcsH6KUwdyOeeySu5e/Iq1uW180Ft3z52s8se4r2iRmLyx3eE9kUTfNDQQyS5f0WVP77fQJbDxJjckX0KyrNsOEwSP39lB9c/shEpJRmYYTeRUDTe3NFNX8hwGgfCCVo2rKG/sY6WTes+dk6CJKEPs5tqIo4zL4/RC5fgys1H31PPn/qtpexmRkERsy+/Fk9xKaaU3exrrEMZZjctTlfqRQQ8xaXULHuHLS8+zdaXn/3YeR2LlCxZgqusbHCNkT1lCo7Cjwk8fIqQ5YNzrI6mpNyyZcuQZZmlS5d+/OBjDJN4cO6o+SDHHw1Wr15NMpk8bEoBn/4zcJRp+cK1JGrrQNfpu+8+Ms4/H+eihUbd8DBC77yDHothrqoCBFBVlO7uYTJfIxHdbkr/9iBNn7+CgcceI+fb3waTCS00tLtnO+GEQZk5gNKHH8adaoIQXrmSxssuR+nf/672sUo4rnD139YQTiicPaWAJ9a28q0nNjH/tnf497ZOkoo2rEOtcUNEZ8HAKuxrn+Oft/wPG+/8AeXRVkZHGrErEQri3eQm+shKeEe8Vs5/UYs2/FNtRGMbKiHga2E/95uGmnA8QYIv9Pdzz4dN+HqM6ILkMpF/0ywQdKqfrua2snZWXrydE7/Qxu8umcbEVNf56uXvEwt9zG6vJBka8LIMHg+c/7mhVHkwusRf9nlDIxcMnfgLL4bTzwSr1fgeR1NRj+Hf1dFjjKZ2YBjmpiaj7l0QwPTpT1v6T9g0EMQ3TKKk2HF8p9ymSXPY2PAARFIyUg1vG2n12SnbOJzenUY03pFa8OsaJAIjhuxxszaSRb2cy5NTR3Huxjr+0d7L98vzMQPBYdGYBRmOEYu756aO5tJ8o1Tp/YEgZ62voTexf/3eY5WDs5sGIgLntlRR8k4hb16v0vXjDMb7c5niLcCimmh3BPb7WofKbg5nIJzEah6pEtA8EOXhD1uo6zEipLkuC2/fdCKiADc9vXmwQV6u08TvLpk22HW+r74GJR7joxAliaolpyFIMlZPJpPPuRBJHnpf2RWjmHHxFUw+50IAiiZPY+r5lzB+6VmYrFYEUSS5H7uZM2os5ScM2U1vSyMDTfWAMJiKf7yx85FHCLYMbaAVzJx5FGdz8OTnfvL5SpKFnKxPJh12ONiwYQPjxo0jMzPz4wcfYxTazZgPIjuqzPnpX59t2LABQRCYO3fuYXn+dHjpY7BUVaEMS2PvvvP3qNEopooKkg0NYLcbacyp+qdETQ0A1unTiK5fj+ByogdDRq1yMomcm4PS04uppBjruHGGZIkgYJs+DffZZxH492tGujIg5+SM0IJvv+EGyp54nOyvfZXG884HTSNWvcvYUDhOaOoPs6re2JTo8Q2993BC5VuPruPznf/iBiHJw7mfo9ZZRWm0nUmhXYyONCGip7TZYZdjLO22YoJmN9XOcfhNbrzuUk4sz+KDuj6Wjs/DJIu8uaNrv/rvByLbYaI/nNynM+9w2gYimCRhn6jFb4gSqcpgTlUGj/3xQ74XN+EG6ooEpmqQYXWgx0KMnbuAzW++it2Ticn6MZkBr7wMXZ1w7nnQ1QXLl8GSkyF3WIdOkwmeftKIqJ//OaP53Mrlxpmac8LQOFke/O7R22M47MMRRbj8CuM7f5wRVzV2eEem0h0LBiJNmk8lzgIYCA79Xfc6KHGwZUO0z4i6awrsqawOp5qpZZSBrwkkK6gxFNHE/+lT6LPk8nLSw2SblYlOm3GdFwRme5xcEEvwYreXPdumeWaZyDAd8Gt2NPLKjDF8pzyfJWt3oQE7QlFOyjp+StA+ym5+47GNCIDVJBJLamzO6WKMv5W5faVM8uYjpSyngMCG7Hbq3QNETUkWd5ZTndlLxBVj9lG0mwAnjcvl5HG5XPjHlQTjIyP5RR47kYSCvXwMpurtmG12RPmjP9sdr71IoLuTSWddQLC7k4aV7zNm8VKcOUN2U5JNbHruCSwOJ1POuRBndi4Nqz8ABMpmDS3IRVlGS9nNUG83/U31I15LEERmXHIlZvvxp4SQCIWoe+HFEfcVzZt3lGbzn5HlqcLlLCUYav3YscUF8zEdpQi8oijU1tYe8k7mnxZMosgYt52dvo8vacgwyxTZPz5r9mizc+dOysrKcO7JZj3EpB34j6Hsbw/if+MNOr57IwDBf/975IBhDvaehnYAsRqjy7hl9BgSjY2g62jxOMqAF3Qdx4KFRLdtwzZ5MsnuLjp+dMuIeneA2K5dI/7WIhFarv0igihS8POfoUdjOBYuOLRv+CgzqSgjVbun8+Pntg/eL4sCcjJBZtyLiIZTDRORHSzPXkhUsjItsB1RVzBb7YgLL8SyeSue3Dx+LG+jr2kXHZYCWq3z+aCuD4BOf5T+UOKgFiGyKHD1vHLueWffjqWSMFQD6IsaUVyPzURljoNNrT4ybTLP3LCAd3f1cPnfPuQC3QSYSKBT2+GgKnkZ020SD3zry5itNr5yz18x2/ZylFUV1q+DzEyoGmfcFwwYtemrVxnfxXAYdlWDLEFmljEmEDDuj0aNFPpgwKiJB0NKbg/KsHTISHTf7JGcXGhqhHHj91vacayi6joru73sneBpldIJSmnS/EfM/DJ0b4NtRsdkureOPK4NlwoywZ6+IsHU9ciRC5E+4kh8Uanj4mQFOrAky83mYJTpLhudsSTfrm6mJzEyjXt7aKScXFjVuGhzHaIg8rtxJUQ1nSWZrkP2Vj8NfJTdVDRjYzs2rHHcy+W7CMsJFvaUI2kikgNCp/dgXifgLBC4QzmRSIuZyd58/jV386fCbl714Jp9Xvfez09nQqGbRb95D4dF5v3vX4PTMtI2aapK66a12DKyyBtr2M1YMICuaTStWUkiEiYRCdO9eyeiNAV7ym7GggES4RDJaARVUYgHA3TtMvoTBXo6h55/mN1MRPe1m46cXAZaGsmvmsDxtOTWkkk23nsvWmKk7Jc549hTfJg28To+3PhrFOXAUpRORzHjRl1ywOOHm87OThKJBIWFhUdtDoebGVkuuiJxBhIHLs0xiQIn5nuO3KT+C5qbmw+r1N/xczU5DATfeYd4TQ3OU07Z73Hr1KnEthoLE8/VV+F//oXBHWbruCriO3aiDgyg+YcanOTe+F2Sbe1E1q/H+9hjg1JyI5BlUBSSzc37HNJ8PgBUrxfb1Gl4//lPMq+88rhqaOePJlFUDadVJhhT+PycUjx2E+/v7mXGOf/LqAyRxJoWWte/w9aSJWxmBrNCO0CFZCxCcvNyKvtbGJ9spS/gQxVEmu1l9ASHDM3OziBLqnLwR5PEFGNhIwpgkgTiio5ZEkjsFQlwa2Fe+PcysBSPuN8kCUiigJpaILmtMoGYQiShsKnVB4AvplCe7eD+9+vRdFiOwjxBocct87MlkzhxbBH/bn0a+fKxKM81omn7adDR3ASbU5rso8cY6fPnXWBE3VtbjQi51Wo0qqveadTBT5hoSMiddgbYbWA2Q1a20YhOEAzNeIC8PKMBXlursSGgpBbUogj5BdDZAT3dxk84PJRefxywsS9Aczg+4r4yhxWrLB3gEWnSpDkgPTsh1AW5E/Z/3FUCwTbjdsl86NzA4O6Zq8CQl0tGQIliB6qAu0e5eStm50NfiL+19RLdjwcpAwrQuB8dYa+iARrepMoMt50H2nr5UnHucdXQ7qPs5tXzyin22NjyRpSBlRLLJtSyvLiJk/oqQQMtLJD5fh5TvDAjVEjEJ6AIKrsz+v5ru5mpWHn9RS/sFYT6T+zmntcrcFu5fslozp+UR/jV17gna4Af+QpQ9/O9GGhppG2LocmeM2oMoiQx5ZwLqVvxPr52Qw5Otlrp2rWDrt07GL3gRArGTyajsJjxS8/EZLMjm81IWdmUTJsJCPTWG5mWztx8TDYb3rYW0DS0YXbTnVdAoKuDUG83od5uEpEwlSccP9mSO/75CB0rVo64r2jhAiwZGUdpRv85bmcp82bewvZdD+ML7JtBkZ8zg8njr8VkOnrZh16vUQJ6uKK5nwbMksiZJTms7vHRFIrtk7GTYzGxIM9DtvXY8He8Xi+TJh2+kou0A38A4g0NtH3nu6CqJFrbQBCwTJpEfPvQ7rZgt2EeO5ZEbS3+p58ZbFrnPP10Qm++mRok4D77bGyzZ2EqKMR1yskofX3UnrgENA3brFmYKyvxP2s0OLFOmULS70dtadm/nFeK6OYt9N//Z7RIBDEjA89hkCg4GtT1BPn1a0bmwRUnlHDyuHwiCZWTx+Xxo7MmsL3dz21v1zL2/X8yWlep6InwePa5PFZwMd+w7yRQu5X6qJlMRwn9mpOJ+NjpHE9n+ULwxxAEEFUFXRBY2ziAwywOLkQ0HTLtFroCsX0WIZIA57S8gEfx80buUmqcRr2dLArYTBKBYfq3e27veQ4h9fhr/76Gz80o5o0dXXT6YvxQjyAHBQqWN3DmDCtdegfypGzOmXMdVsd+LtKFRUbTuawsw3kHkmYb4fzRZLS2Imia0YROkozvzgfLjGi5KMKoUUPPIwgwdx60txsO/OTJsHCxcUzX4ZGHjWh9UTH4vIbzPpzs40f/XdN12sL71kvmWo4NA3Es0dbW9rHNd26//XYuuuiiIzSjNIeccA9sfRTQIZrqz+IuMXTf9yCZwZEP4W7oWDfUtC53EvQOKbCQPxXBUwnWDJbmjmNqIsm0lTvQgLkZDkbbzDzeZSxqZzht+JIKjfHkPpk0w1kfCHNXczdhVcNjkrmsIOtQvvujxiexm3e/XcspL02lWJMYI3r4/dhV3DFxJf+rnUByu4W4F3yOKFoEsrCxJauL3RM7wG+YDEk1Uu0P1m5+aetscuMOHh+9hU05RuT6v7Gbmm5owj+wvIGrxthxdLdzuh2mXTKdDNu+1+2MgmI8xWXYMzMRU3YTiwNzQTm0t6BrGkoshihJaKpK/cpl5FdNRBBFsiuGpLoEQaB89nx8HW301tdQOHEKo+afCICu66x7/B8kY1HchSVE/QMEukbaTUfmsSGr9knQVJWu9fs2C8wcN+4ozObQ4HaWsGD2/+IPNtPTtxlFjWMxuSjMn4vNevSvE1OnTmX37t1HexqHHYskclJhFmFFpTEYJaqoyKJIqcNCzqdMNu6RRx75yONbtmw5rK+fduD3Q/edv2fggQeQiopQOzrwP2d03Y5v346YkTEYUU/U1KIODIAgIBcWGk3oAgHCy5eDyYTocGAeM5pYdTVZX/kypgKjUY/ocuE+71zk3Fzyv/c9ACxjxuB99FESHR1oqcZ0YmYmmte7z/wEpxPPJZcgZXqIrF1H3x//ROiddyi5774jcXoOK+XZDi6aWcw71T08sbaNbW0BtncEOH9aEfdeMYPH1jTzzs5OxggS6CpifxtX9D/Aa3mn0+MswcpWSuId/KPsWgBWZs1DsNh54owcrnyqAVGJc0X708RFC48XX05/0jD4dpNEJKnSFdh/8xtVh6DsxKUECUtDtWxFGVYEgRELkb3RAUWDVfUDrG0c4KEvncCzG9rY0Oyl1Rul3Rulu8/KwqyliIJIiWsMiVgUs3VYrVU0Yjjn55w74rmr17QS8upU2osojHRAcTHMmmNE5YuK92m2OEg8btS4B4PQ2Qm7dxlp9apqRPGjUcNx1/faA83KhuKiA77XY40dvhC+VHfkXIsJl0mmPRKj0PHpr6861sjKyuK3v/3tPvdrmsZtt92GruvMmTPnKMwszSGh7nVoWgYWD8R9Rvd5MJx3k92IqoPhuO+RbrJkgCCBEjU04RHBZDUc/GAnlJ8IViOi55IkLsrPJN9s4qdjjGvQeKeNB9v6aIvF6U05lFmyxICyrxvvkkSuKswmyySz2hfizsZOXu/18/cplYfxpBwZPpnd7OYkwbieW7utfL/nJB4du4nWAh8F5JMUVP4yei3f22Zs5u4u6OGBpfO57NkVyEmJ/9m2kJic5I4pK+hPNfv8JHbTZ4mRlbARMA1lOR0qu7kzbmbqwkUgiuSXFozQbQdIRCMosRiTzjxvxHOv3u0j1C+wpxVYRmEJpTPmUL9qGRmFxQgHsJtKPE5/UwPxUBB/VwfdNdV07dqBrqnIVivJWJRAV/s+dtOWmU1GUckB3+uxRt0LLxBsNhrXZU2YgD0vj56NG8mdOvUoz+y/J8NVTobr8KU9p/lkOGSJyZnHb7bBoSDtwO9F169+hfeRRwEwFxUR7TB2UaXMTLRk0nDeRRE0zXDeAXSdZEsL6Dq2ObOJrluP89RTKbn7LmoXLkL1+2m59otooRDZX78ec2kpgRdfQrDZiG3eguvMM7HPnk3Pr389Yi5acP9dYPVQiK5f/ILyh/5B/JRTaPvGN0l2daEnEiO61h+LmCSR3182nTve2M3T61uZXZHJzs4AE4vc7O4Ksq3Nz9QCG+ZWbbBhnYzKmf4V5HvKqbXmUmerRBbh3FKRgoJKFlm6eec3/8uVJgchyYFFSyDrKrKuomDCLImDEjciIIkCyWGpeBZZYGy+kxf1c5F1haQ4dI5bvFHu+/w0vv2ksdM2Ns9Jbc+BO8crGvy/l3bwyHVzeWJNC/e+W4cOnP/Hldz2uYlkbXyRNbV/ZqCjjdO//h2mnHy6kdL+7DNGjfv5FxiR+K4u2LQRi2MMIXTM2R44c74hIffk4+D3w9Rp+59EPG6MURRDB373Lnj/vX3HDV+EFBYZDv1APzz6CJx0shHdP8YJpz53WYATCzy4zcdH5D0aG6Cl/X16+jejKnHMZjdF+XMpLlx41Jrw2O32/Tbg+eMf/0ggEODee++ltLT0KMzs8KFpCYLBnQSD1ShKBFE0YbdXkpExDZPp2KsVPSC7X4bWVcZta4bhwIPhuGtaynkXAH3IeYehKL2nwmhelzsRplwJy38FyajRzV6NQ8VJPOeYzbPdXmyiwIZAmPPyPMz1OPm/upGRzsB+nHcwOtXfUtPGszPGcEZOBtdua6QjHiChaceEJNFH8Uns5rR8DxbBiEALCJh1iStap5JtFmlwBtjq6cbniNJ/Wi8TstzcmjuFHT+U+YF5MQPmKDZVxqSJmDSJpKR9Yrv5gL4OsyoRl4c+l0NpN2+/cBKz4/UEn91M1O9jzOKTya+aiK5pbH7hKZKRCJPPuZCMgiIC3V20bVmPxTOGRKgHW2E5VSfMwZmTz4ZnHyPm91E8Zf92U4nH2PDsY2iKQuHEKXTVVFO3/N19Bw6zm+6CYgJd7US9/ax/8mHGLD4lVQt/bBNN9WuSrFZmf/97OAuOHdm4NGmOF9IO/DDUSAT/K68CIOXlYSotJbp+PQA53/wmkttF1223D9ahj0DXkXJy0OIJ5MJCotu2Edu9m5I//oHItgm4X1kAAJnWSURBVG303X03ALGtW/FcfDHWKVNAFImsX4/S20vW1VfhPv98Ai+9BIDgdqMn4nCAxYjS0YHvuefI+vKXKfjZzzCXlR7zzvtwvnfGOL53hpGOZW6vpuXt53k+cAbbOwKM84iUTJtNY9xKuLcLfaADtwQDNds5/YJLWN9VSWnjNkrffx2/JYu6My4GwJKMYEuG2ZE9i03WMcQko8v48HpzDdA0nUK3hc6AETGIKzrb24MgiCQFM9NLM+jyx+hKHdeGGewzJufT8kHYWLMOW8yIwqCkLJW5Dq584EMa+yIj7o/1dbFj2duDj/HvaTAnCEZfBFEcTJ1n6xZoaabK1oMaSyLrCuyJJGV4jMi6K9Woacd28PmMtHlZTtW4K8Zvu82QhdN1Qw8+mYDsbOO+5ibj8VOnQVWVsYmwh/jImvFjlRnZbpwmmVKH9bjRfG9sfZNddU+j60Pf60isF1+gnprGF5g5+RvkZE08ijMcoqWlhfvvv5+TTz75sGmlHi2i0VY6O19G00ZGJxOJPny+9WRnLyIz8zjIOFDi0LXZuG12gT0b/Kn+LaOWgmyDmleGIvB7Y3KCmjQi9/42o35+6jXG7YZUKZq/jYXFJzHdZUcS4EN/mJ6EwldKcrkk38Oz3T4APJJITNNR9s4cStEWT/JERx/fKMvnd+NKqLBajnnnfTjD7WZGgwv/izIvnNzB9o4AEzIyyJ6jUav4SHSLSN1mPJKZyHaZxVe4eTm0lardueStzme3PcyMM43+ALaEmeKEmdWlTazwtBIxJSkLZpCv2Fnn6QTh4+wmxGX1sNlNokF66oca/sYCqcCHICBJMoogDqbOd2zfjLe1GbmvB0c0ShRIxoyosc3tIR4MYHEaG2ud1duJ+ryUz5mPJMvomo6mKOiahsluRzaZUXQw22woySSOzCwksxlvSxMARZOnkztmHFteeGpwbkri+LCbE666CnteHoVz56ad9zRpjhLHx4r1EFG7aPGgbJva00Pg+ecBsEycCJqGuaIC5yknE3ju+X0eK9jtiA4H8a1D3Xa7f/krKp54HPvs2Tjnz8f/yqtkf/lLyFlZVD7zNEp/Pz1334Pz5JMAsM+ZPejAyx6PEdVPRfsRhH3SsvofeBD/v55j9BuvIx6H0l7rmwao6Q4iLnuMbF2hQXJxRuU4Zta/SGtzLUnRSn/pCXzxFz/A3VNL7ZqV3NuaTY03RJkgoQNxXeT1UB7bS6+hXOkhJ9bNKud0zFYbQkIlN95DcayDba5JKKJpcGGwZxECg3EjAH505jhW1vdTle/i3V099IUSfPcp4zPPsMk8srqFuKKP0LvdI41TkmnjiwsquO3f1Wg6ZHniTB3nw6OM5bIZE1gwJoc1yS8Qj0YoGjueyhmzUhMQ4JLLIJEARyp9v7wcGhsQolHkadMN+beiVHO9M88yUuFTzRBZsdy4v7AQRo021BIuuxzq6mDtGuOYy2U4/WCkz0+dZjjwFovh+A/TeeX0M6Gi4pB8xkcbiyQeV2laLe3LqK598oDHFSXC+q33Mm/mD/G4j37q8F133QXALbfccpRncmiJx3vo6HgBXT+Q3rhOf/9yBMGExzP9SE7t0PPBbUNd5RPBodR5Z5Fhs+w5kDPBaFa3N6IZZAsE24fu2/0SzLkBMishewx0bYHyRZSbLbw+u4reRJLfNHRyWraRWj/P4xx04DNNMo2xBCKGUzn82r2HP7T08mSXl1XzJuCQjr9GlXvsZt7LhZg1iXXmBs4pL+K0jRPor5OwyC6axnVy8f95yGtz0vEB3N+xne5AknzBioZODIVHtV3MMI8iblXY7ern9fxaZBtIMYGvV5+ASZcIVSlUZ/YeUbs52pTkEmeYjsIKzlowjgVjcmjLTKAkErjy8sksMdKfBUFg+oWXoySSWFJ2M7O0nP6mepRolKLJ09FUhYxCw25OOO1sNFVFkmU0RaFh1TIA3AVF5FSOxmSzMeOiK+htqKVl/YcAWFxu4qlMyWQsStGUGXhbmpDNFirmzMfbNtSIeNypZ5FddvSvuYcCs8vF2HSvkjRpjippB34YemLf7rWmykoyzjuP7ttuQ8zIIPPKK5GKi8n56leJ7dqF/0ljsawnkySbmxHdbrTUDnCio4O+++9Hys4mumkz+T/8AZLHM/jcqt9P4OWXiaxciXXSJBTfULf65B6HaU90eI/zLgiYSkuN46qKGgyif0Szu2OV5c//i6deeo/3shczwzWJgngXKwIOLqr7K6FkAEQRqxZjVPMHCNXjeO2td7CUT2Cj14imhHJHYzvtVt5c1423cQBkJztkJ1iNZm7JhHHOzuh5C49ifF6bMqaj6bBgdBYfNgwM7vDvWYSMyrbzYUM/y2sNSZ1LZpbw7MY2TFqCzKQPv1RAQtVGPAbg/qtm8dvXd+GLJvjlq9WDi5RT5nUztiJEdZ3Cz1/Refnbi5h74WX7PyEmk/Gzh6pxhqNtNsPEvbpc7onYg/F75izweqF4WA2ey210nt/DHucdjLG1tcbmkc1mPF9xMYyfYDj6lcfHIuR4Q9WS1DT862PHaVqCmobnOGH6zUdgVgemoaGB1157jUsvvfSwSq0cDfr7V32E8z7EwMBK3O5JiOIxXLqh76eO2Z4DhTOMyLtsg9L5RoS98mQIdkB7auNQV400etkKSipTIeqFhnfB4gRfC1SdbaTip/AlVf7V7eV9b5CpbqN53R4aY4YN35N7suc6LAJlVjNNsQQqRpr9fuTGj3k2P57k1Wfj/KuilhPzkpSHPLwbbeP6l+aQjJlA1LEpJmbuKMe9CVa+HMVWqXHyBxNYKFbxl4Wr8Z3VyiPr6xjoTPDKjJHa2PEEIEKjy0t+1EmPzSiH+E/s5h5iCe2g7OaPMn2c5ojyUl89P39F5eVvL6Jk2qz9ng/JZB5RE583djzJWBTZbKZg/OQRYwVBQErZTVGWKZk+m6jPi6doSHXG6nLjys0fOh/DyhyjPi+99TUIoogpZTczikrIr5qIxeUip3xYI9k0adKk+S9JO/Ap/K+8in3+POI1tQh2O0pjIwDJxkZ67rgDAC0QoP/++wHoueMO9GFpxJaqKhINDWjhofo+tbub3nvuRbBa0WMxbDOmk3nZkIOmhSPo8ThqMEjThRcN1dQD5rFjQRBI1NSMnKiugyQhuFzowSCZV12FtCdV+jhiy0tPUxkJIwk6G5xTySsq4izvNpzJlMHUNASgYHQVNa29qJ0N9HV3QPmXAMjVw4ztrqfAlyBfVdntHIsuGM69KxnEIoMlM5f6gVGMCTfgdQ05t6vqB/aeDgAN/RG6AkOyfzazSFmkhbN63sSsJ3kv+0S2uw1nenj04ZbnttIbGtoc0oGZZR6aWkNkuJJsr3FT1xXkn6ua+MriT2jkBcGQgvskzDlh6HZ/H+zcYcjQFZcYkfbt28DhhJxsYyXW0W50rV+4yNg0EATj95KTPtnrpTkqdPWsJ5E8cB3pcPoGdhKOdOOw53/84MPE448bGuFf/OIXj9ocDgfJZIBIpPETjdW0OKHQLtzuKYd5VoeJrs2QORpC3SCZhmraI31Q+2/jthKFxlStcO2/QRvm8DvzIdwL6rDN80QQGt4C0QRaEjxlUDx0DQurGjFNJ6ConLpuN/3JoQ3scXYLAgK7IiPLFjSMxY5bEgmoGl8uzsF9HMpENj0hMjGUhyTAe7lNZJWKXN49AU8s1fdCExCBzPFQ0xxBbrHj60hgFnRUQSdPszOzsYxR3V4qVYFNOZ1oqcZ3nrgVqyQh5ag8MMEoLbSbREjtUx2M3RxOXB0q9fkkdvOdUIzShMILQTu7ogdnNwVBoGTqzE80tnzW3MHb4f4+Oqu3kzt6LJ6iEoomT6djx1YsTieOrFx0XcXf0U5OxShGz1+MKJtSGwImxiw++RO9Xpo0adIcDGkHHtASCTp+9CMj3Xh/7Ilwm0xGGjNGIzlgMLU9vmPH/h8L5NxwA7Fd1SheL42XXY591izyf/gDbFMmU3j7bShd3fSmauQHH/P164msXz/kwNtsRsQVY1MBIPvrXyfn+q/9Z2/6U87SL3+ddS8/B82NlCs96N1RJIsVFVAQsXqyyBk1jqt+eAsdvT5+Ud1BX0zjivanWZ8xg0p/F9t2bOfU1POZtATtRTOJBvxc1f4kAjqPKp9nVdZ8wlPOoLl9aCfdkxhgfKiWiCMXacwMNrUOZUZEkkMxgifXtnJypBZzKtKWFIx/J6ssUpZlp643hKYzuAgxSwIgoGgagViSP154Fre+vJP2xlZGxxp4YWeEi+ZmkGk+tHIzkUAc765m8n3NyE31xiZQXR186SuGnvtxpOn+WcbrrzuI0Tq+QMNRc+ATiQQvvPACCxcuZPTo0R//gGOIeLyLfRO3D0ws1nlsOvCaAjuegWG9FkayJ2vMUAwBjIZ0wwnuJVE5nMqTIdRJLB7j8XVv0pI5if83ppjpbjv3jC+lM57k9sauEQ+5sbyA1b7QoANvFyCSmkZdKjr/P+V5fLv8+KzbnfEdgZqndMbV51EVyUaISQhWHR1IomLK1nGN1zn1l1Y6u83cW91KTyzK9IFClhc0MaGxkKYVcDlTAQGrItNXFKA9EeH7Wxch6AK/m7YCLDCt2M3WYXYzL2JnRn8RfneE+OTwR9rN/VQEfmK7+aVrTuPWl3eyM9HDbEeYdSu28JXJmZCZyaFEC8YI1jTT5Wumr7kOdJ2+xlrmXfNVKucupHLu8aPpniZNmmOPtAMPhFesOLDzDphGj6LgJz9Bzsyk+QtfQAsY6caOBQuQS0vxPzXUpMQ2cybx3btHROIFWSLna1+j8UKjZii2dSs5138N1e+n85Yf72PJTBUV9N33BxJNTUN3RqPsjWPeXETb0ekofbiZsPhknNk5vPmXe6mJWsmLN6LGYygmG3IyStLXR+3mCK+89CaTy7OZHq8nFItBIsz4UA0bPTMpd/diDnSjA0Gzm4FwEisiqiAhoqHtichvfY0vhWt5Le8MshJeTuk3at80v8D95nJjAbofkppOhzmfsdRQZx/NbpfRPCimaNT0hLjqhFI2tfppHYgQjCtcOquUx9YapRF1PWG+98xWXv7OIu77/jOorm5sZ0zj+c5Hubbsm0jCf/mvGYlAqi9C3ZpGQhENJaQymKhcXvHfPX+aTx36AR2pA40/eqU3a9euJRgMctZZZx21ORwuDv5zOLjxnxr6az7CeQdsuTDhfCP9fcMDQynyWWPAmgUda4fGZpQbzeuGO/iiBBUnYV1zH18G5gbtfLc8H19S4bu7WvfZIhlls3BHUxf10aHniOxnH2Whx4VdOn4a1w2n/DQRe67O+js0diR9lMey0WMCCUsSc9yE3q/TuibGO8/6mVTmZIG/lEhERYxKTB7I5/3iBsZGs3AO2NDRmerLZ1TLRP5dXIMiaEiCiCoYn3nZqiIu6J/FP8duIi/q5NJGIyVd69C5xfWmUbewH5KazuSBfK6sm8rygmZeKzOCFAdrN99+8kls4X5KNeD5f8G1Xxpq8vof0hOMkecymttGN9RjiWqYg0OlMJml6fKxNGnSfDpIO/CAfc4cXKefTnTLFpTubgSbDT0aHYyuJ+sb6H/gAaIbNo5Im8/++vVIGRkkamuJbtyIbeYMKh5/DC0aJbZrN23f+Q5qby99f30Az+WXY5szh2RHh1FH7/HQ/uORzruQmYnu9WIqKiLZsVdkYviWtSAgulyYjzPJpb0pnTiFr9zzAD99YTtvv/U6LiXESVod0WQUAXBqEXY/di/ViIipqkdVtpAf68YvO3mi+DIy7I1MLMvFZc6F9iAxycrOksUE4xph2WheVh5txaFGKYx1oYnGAiAqWtjtrELbj/NeledgUqKR1pgFeSBspCSKI1M2TSJcv2QMmq7zy1d3Mn9UNhubvSM+xm0dfu58czfTxo9h6+ZWJE3EbfUgcnCLkO5mLx31A1ROzseT54SNG2DdWpgxE06YS2a2lURwgAwtCPPmw4SJI+vp0xwXHGw03WE/elHIZcuWIcsyS5cuPWpzOFyYTJ6DHH9oI4dHjMxRkDcZ/C0QDxgN6bRhqfDRXkMX3tdspMLvofJkoy4+3G10q88ohzlfN9Log52w9TEjjb7xfSg6Ac0zivq4wldLRpFpkrmxumWE854tifSrGqUWE23xkX0HhqdkCxgp9OV2y+E5H58ScqcLnPWoxKoXenj6pQ48CRvnRkaTiBvycRmKlYE/CrwvaEi6iIhE0qRQFvIwYI5x15SV5HdnMKHcyeLOCtgKuqizanwD/niCgNlYA43z5eBKWqgIelBF4yyHpQQbczrQxH13TqryHFhMIgNhhZJWNyZdoiqWyWvDxhyM3bygtJDuXf3YRBncGUbPloNAaR1AbepDnlCIlOPivndqufOtGr558mi+f8Z4yLKRaBkgrIaomLOAggmTkOS03UyTJs2ng7QDD0guFyX33oMWixF85x06bv6ecWCYcx1ZtXrkY/Lz8b/2Ov4nnkAuKgJRxHX66QDEduwgtOwDin/3O1q//nXQNBrOOZfyfz6MeVizJoGR6Cl5usgqQ09XzM/HMnYs0RUrRjrwuo7zpJMwFRfzWeDHZ0/gp0mVwtY12Nu6yS4uoa16++D5C4sWnFoUd3YOYZ8PSVc4197Bwjm5vN41kaTJjjlkLDpO8K5lps/ohtxUUoCsq3zomY1di7HTOR5VlAkLNnotOfjMxsI6322mO2AsTDMTXhKNTZT0vEahIPFgyRfwmTI487RFODYOEFc0FA3Magw1keD57T28Xd3DO9U9IxadeS4zPcEE971bx+8vO4/vXPMVBJOEiIgg7P3N+Gh62/xEg3H6O4OGA59SUtjzu3RmBaVTikGaTjiUIN4XI6swvRA53iguWEBN/XNo+2sqthdORzGZGWOOwKz2z4YNGxg3bhyZhzjt9dOA1VqAxZJHPN7zCUaLuN2TPn7YpxHZClOvMiTgenfC9v2oHwzsVdZhcUPXVqOJncUDCMYmAECgHfp3w+TLYfPDgA4f3oU466uMtecwNvUUe7uG3lQN9TKfUdZWaJYZb7fyni80woHXgdNy3JRajx+51Y/CsJvbqdqdgaVOwF0KfVuH1h0hOYE7acGeJyAMSJhUmcukKuZMdfLyQDMxc4xnXdto0xQmDuRx6g7jelHr8CJrEm+U1OJUzKzLbUcRNYJynHZ7gF67YXf22M2yYAYCAjX4BufWXVxPrzXMSee4cGwWB+2mLWlGi8NzO9o/1m5WXjaNz127EFEQDOf9IO2m1uFDD8XRugJIOS56U2uE3qDx2zF1FOrEUiaJM9HDCfT+KOSn7WaaNGk+HRyfeWT/IaHly/G/+KLRuVuWETyewZQsMcOQrBFSaclqdzf+J54AQM7KYvyO7WSnmjF1/t+t9D/wAJEN6xm7Yjl6MonS3U3P3fewa/oMAq+/DkDRr39N7o03DkVDdR3Bah2cj9bdTXT1akS3e6gbfQp9Pyn1xys2s8Qdl05D3vg6/e2tOLKyMduGuhK7K8YhAGG/j9C4xXTYisjd/S41/7yLwrfu4Z3t7Wxo8ZFlN5GZ9A0+bnJgO5d3PMuZvW/jzShDFWUKYl2c2fc2l3Y+j5hKMe4NJBAEmBDcxdXtTzLTv5mQ5KDTko9qsrLLNZ7nNncxqXsNWckB8uPdXNv0MK/+8ntccUIpsysy91l0js0fki4LxCMECCAJ0kE575qqoSoalVMKKB6bQ2lVjnFg/gI45zzje/y3BwwJOJMJXRDYvryJXWtbGegKfvSTpznmsJjdlBQt/kRjR5effZhnc2AURaG2tpaJEz8dWvSHg8zMEz5+EOB2T0SWj3EZw/7dKek4EQTRiK6nypOQUyVeUsppjgeGOtBbHLD0V1C+yPi7+vlUxL4JFv8YNNUYX/8mvPt/0L0NgPsmlHFLZQF7XCkNsIlD183OhMIHvhAZssjeCf5RbT859ccpe+xm9opcgs1gzQXZDnvyEixjFQQE4gOQUSmACGM3FOG7z8WMJ8fx7vZe1rQOEM2Nkhcbsrdzu0v57vb5XF03na5cH4qoUR70cFX9dL61cx6SZnwWvYEEWQkr39g5l2/snEtOzI6gAzpoksaG3A6e29zOgoZR5EcdlIYyuGXDSWy4SfpEdjMWjiIGAsYa7SDspq5q6IqKPLEIaXQu8hhDjeUn50zksevmclnHZJ47S6VrrW5E3AWBxOp6khubUbsDH/PsadKkSXNkSEfgU6h+P+03/s9QwzpAFEUK7r6Ljpu/h2XCBDS/H8/nLyf4xptE1qxBzs6m6M47sU6YMNLxkiQQRaQMD5LTSdnf/0bHLT8m9Pbb6Mkk0W3bcJ95JmogSP/f/2ZoeKfQYyNTsVHVQVm6wXnl5ZF17bWH5Tx8mmjaspF3//FnoqEQ7pxclKQRBd+96oPBbASLw4FHjNINaIqCdef7FGE07REAqx4nL95Np62YgUiSZdmLGRNuQESnVOklIZiQBI0IJkQgKZpQBImYaGGPKq0GoIOQWk6IusY/yr5gTDK1wpjU9DZjoo1MDu7gzdxTkdCIhkL84Jkt1PUYkSFZFFBSC8iuml2c37OWLe6pBD3NPNMRhp75XH/Cok90blRFY9O79ahJlWknj6J84jBJOEmCkhJD411RoK+XsCePHSubU51xRaz2z0YU6rPGxLFXEI/76O7bdMAxYys/R3HB/CM4q5F0dnaSSCQoLCw8anM43DidVWRnL6a/f/kBx9jtleTmnnIEZ3UYSEZh2xNDtfA6hvM+5UojIu8qNLrQF8+F7u3gawCzEyZ/HlxFIx0vwWhWhmwHkxVmfhl2PAs9O40meIE2yJ+CX1H5U2svw5Pl93bMVcCvjHTfC80SXy3JPRxn4VNF1zqdTfdqJIJgzwUtVfXX9i6D9kp2CBTqTrwYvQh9tXsspjHAoZr4xo65rMtrY3V+K89XVDN1oBARgTGRLGKSgoxASEgiAnFJISmoROQkeuoj1YCIqOA3xxF1AUGD/910EklR5a4pq0hIKou2j2Gqt4B53SU8MWYrsi4SD2r84Jmt+7Wb4Z5uflDUzxs+N0t3r4SdUV4vns6Z536y65muaMSX14CiYl44FlPVUBmRWRZZOCaHt6tV1Bh4a3TyJsRJrG0AUQBBREjbzTRp0nxKSDvwKfThTexkGcnlIv9/f4z7tNMQ7r6Ltm98E4DwqtVYx48nsmoVUlYWjjmziW7dSqK1FffZZyMIAomGBtA0eu+5BwDPhZ9D6exETybJ+vKXyf3GNwi+/z7Bd94dbIh3MGg9PTRffTUVTz6Bbfr0Q/H2P1VsfuNVtr//NlanE2+n0QsgNkxvdXhpQzwcprtuNyaLFV3XURJxhi9FdEAXJDKSfuxKmE5rIWs8c5icaMQja5i0GEkkZnWvpNYxhiZHBQ+XXUscCU/Sz2z/Rna4JtBhLWK3YyyL+ldRkOgmP95Dt2XIaY6kIk12WSSWU8mT4iVEJDvhOkNWKctu4ur55dz7jpFSOqp/G+VRQ2N3IDyRfCu8s7OX6z9Z4A5N01ESCpqqoyYP0Ejq1NOgowPGjCHSFUZJqEgmkRPOHnfQafppjg1EUWbmlG/S0b2G5rZ38QXqARAEkbzsaVSUnkp25oSjOkev1wuA03mMR54/hszMOVithfh8mwiH69mjTm6xFJCRMQ2XawKCcIwnwenqsJx20XC8x50HeZNgyhWw5RHjUH8duAvBWwcmB2RWgr8VogOQP9Vw3iN9gG5E3AUdCmdB3G+8RtliqDyFt/r8vN7nx68cfAPGroTK5zbV8erMsczKcByqM/Cpoe4FjabXdUwuCKVk1hPD9/71oRtKWMBbDZINdE1Hiwvo6AgYv3WgNJKBs8NMpy1Ik8vHGyW1zA0UkSlbcChmEoLK0vqxbMnuojqzl9tmLSMmKGTH7CztGMWa3DYa3V5+Pd1oCpsbdZChWFDRsaoyCUklaDJ2F+wmGV9RkLvlVQRNcQJ1xv172815Nh/THDEEoC+ik2uGN3f1cea5n/AkaRokFVB1OMB3aN5PRXq36JQtFdD7YpBQQRaxnDoxbTfTHDWqq6u588472bBhA7quM336dG6++WamTDkGFUyOE/7yl7/wz3/+k5UrV+5zbGBggDvuuIP333+fQCBAZWUl119/Peee+0kvVh9P2oFPIWdnY50ymdjmLaAomMvLcC4yoqHm8vJBLXfJ4SDzsktJdnaQce656IpC87VfRI9GEWQZpa8P9wUXEHrnHTS/H+8TT5B19VWUPfyQcey009CTSdq+9W1QFKwzZhDbdIBo2Z66d0lCys5G7TFqKgWr1Whk53YfqdNzRNn27pv0NNUz+ZTTmbTkVMw2G5LJxIZXX0BPlRLoQJelkDIpQDISRhszm0I9QOvOrSQFGQ2R1SWnk1taRiEWFq35A6hJfJ4y/pV/PnndQUb7qtEBEyrjw7WMC9eywzWB93JOAmCGfwvjQzW4lBDPFV7A+AIXyQ4LVk1jwbgCnm8y5lIcbWdicBfdljzeyjkZbzgJlpGRnsvnlLK51Tf498aM6aDDDvck+l/Iw2pT8AfNtPRHKMu283GYzBLTloxCVTUcGdb9D3K7we1moCuIrmmMnVmMzWVOL0KOcwRBpLhgPsUF80kkgihqHLPJgbwnnfkoM3XqVHbv3n20p3FEsNlKsNlK0LQEqhpFFM1I0qfjczgkmJ3gLoZAK6CBPQeyq4xj9pwhLXfZYmi5x3yQP91Ij9/wgHFMECERgsIZRrRdiULbGihdADOvM47lTSKp6XxpezWKDnPcdtYFIvud0p7NWwnINcl0JY3NeYsoICAcl/rvAI3/1vHVQuXZUH4mmGxG5ULNoNKf4Zg3ubyM0TJRwwLByX7KlAx6N+kkRBVV0Hh54g5KSi1M7ywmc6ubb1bPozvXz5/Gr6Wo1sG0rmJ0dMy6xKz+Ymb2F7Emt41/jTKkdJd0VjCrr5jMhJX73esYX+Bid0+QAWeYnec38k5t92AjvJfKd9HmDNDi8NEXToJjZBPCve3mq94MBOBdv4s/xM1kShptisiNn9BuCmYZ84KxoGqI7v3/HzqLBJxFAmpPAF3TME0tQXBa03YzzVGjqamJq666CpPJxNe+9jUsFgsPP/ww11xzDU899RTjxo072lP8zLFs2TLuu+8+MlLl1cNJJBJce+21NDQ0cMUVV1BZWcnLL7/MzTffTDQa5dJLLz0kc0g78MMo+PGPabrmC5BMIuXkUDN3HqLDQeY1VzN+8ybiDQ14n3iCjp/8hOI77sBUYKRf2WdMJ1ZbS2zHTvr/+ldMpaWM/ver9D/wIM6TT2bgn/+k/4EHKbj1/9CTSYLvvYeppIRkezu2vR14SRqRxg+AqqJHhhYrgsvF6FdfQT5OHfilX/k6tWtXMzElJWdzuvB1dyJKIutfeQFNUUiKJnbnTOXab1zE1+99lZL2dhYmmxCApGjm72WpEoNOnSt9LxqNloAiglQ5Ver6CxlFNQoSJlSiohWbFiM33k++y0worrLdPRGnGmKbayJXdDyLoznAC4Xns3jaKN5timKRdURBJCvgRUbDrCXxmrP2eT8lHhuXzS7l5DuXDd7Xb86mety5fO+0Kk6dkMc1f1+HOVsgz/3JOyTbXCPH6rpOyBfD4bYgpmSSEjGFXWuMSP+UxRU4PceR85DmYzGbXZhxHe1pfOYRRTOieJym3447D9b/1YiUm5yw7OcgWQwH/JSfQ7gX2j6Enf8yUuetqQWPpxxC3RBsN2rfbVmw4Cbjds4EaFlp3B5/AUlN581+P+VWCy2xBHMyRjrwMrB360YVCA/rHeOWRJbPnUCG6fhc9sz8rkjbcp3y08CeK2B2C4Q6NJB0ap8BLSkQlxQ2lLRzzo1Wvn3XNsZ0ZOMMuBAQiUsKv5j5PgDr+6G8owBHailSqrqZaMtkp72PqRSRRMOMREiO41QsFEVcg3bzw7xWPAkrq/Na+J8dC8jYYOW+SauZM9vFc/WNxDIVbIJENKmiiTobctv3qXWH/dvN1oSZlxNl3HT+kN0slA7OborOfe2m7o8iuKwIKbupx5MkNzQDYJ43CjEjbTc/KyQ1nU2BMGFVI8csM8X18RtDh5uHHnqIcDjMk08+yYwZMwA45ZRTOPfcc/nTn/7EPals3+MNX309cZ8PyWolq6oK8VOgnqTrOo899hi//vWvSSaT+x3z9ttvU1NTw0033cT1118PwKWXXsp5553H3XffzcUXX4x4kKoZ++P4tGT/IabiYgp++hP6//wXIuuNTuVaOIz3scdxn3MuTVddhZ6qR4+sXUvG+ecDUPb3vwMQ3bIF33PP4Vi8GDk7m/wf/RCA/r/8BaW3l/Cq1cTrG+i96y4wmyGZxPvoo4huN5LHgw4oLS1DExqWKq6FQkO3e3vp+un/UXLP3YfxbBw9iqomYHNn8M/vfwtN06iat4jaNatQk0MSRWYtyUntb9D5rsjp7gDO2g2oJhOdtmKWeUbWw2lh4zPrNOdR6OvhpNZX+Jc0jTr7KHor5tHX76PNWkRlpJkuawGxUILqX5zJ5X/9kJda8rArITLiA5hQsahxnq8enpeo4pl5Iit3u7n+4hOZLrv5w3t1NPUbi8sJhS5uOm0cvui+/+hLx+dx0cwSAF785sL/+ry17u6lbXcfOSUZVM0yFAri0ST21OLG6jhOHYg0adIcPWyZhhPfvAx8jcZ9ahzaVkPBNFj3Z1BTvV28DUakHWDmV4zf/hbo2ABZVUZEv+oc4/6m9ww5uYE67o/mcFtDJxYBkjo82NaHR5bIlI1FUGNsWB+ZYVMLqkMOfE9S5ebdrTw4+fjU8s6eJGDxwJtf0dBVnZKToO2Dkcp+VlXikuopRF+BCyyjKNqVi27WacwY4MWSakyqxBRvHrsz+hGCMiDQ5PBSMZDJJdun8HfXVrZmdtEwqYuBXpU61wATfXk0O32Eh9nNBx0bOL1tDHkhJzIinriN17cPV2VQWTQmm61tfn567kQEOGp2U6nrQa3rQSzyYJ5mSPNq0SRCSg9ecBzfsoNpDMKKyh9aeni0s5/exNB2YJXdyldKcvhCUfZRy8JobW3FbrcPOu8AFRUVlJeXH5fZbI2vv0H9iy8SaG4evM+SkUH5GWcw7rJLMdmP3qbK5ZdfzpYtWzj55JPp6emhu7t7nzGtrUbQbNGioZ5WZrOZBQsW8Pjjj9Pf309u7n/fjyXtwA+j6corSTYPOdDZN9xA//33owWDBF5/bdB5ty9aiOuMMwCjdj68ahXWKVMILfsAta8P0WxG1/XBf/aCn/0/gm++RcZFFxJZt86QPNkTGUgk0BIJTKWlxHfsGJrM/iLxw4hs3EjdKUspuuMO7DNnHHDcsYquaaiKgq5p7FrxPrLFMKKjZs5h/c4msmK9IMlse+c1CrJziJnNKIkEozNUtleMondYl/UXC84hOzGApCmc1/cm2WWVLNz6IbmJPvLiBbyQNQs1plDnTMlq6TD7V29jlSXKw02c2/M6PeZceq25fF5Zh3t2Ja/0OciwmbCaJL53xjhquyvp8sdYtauHdp+hEDA618Hls0s5bWI+8aTKzDIPuzoDZDvNnDqxgJtPP7RpT0rS+L5IkvG9UxIq21c0oWs6jgwLyYSKyZL+l0+TJs0hZN2fIdo/9HfFyYbzrcSge+uQ8541dkgyTlMNiTl3CfTtNtLkJdnYtN6zSB5/IfRuh8JZjPYbzdL2WMSEDglFpdxmZktwSJFlf5H4EVP1h5m9egf3T6xgznFYB6+rRlWCrkHL20YiBEDBPOheB7oqIEjQ+DKMzs0lYQY1ITAuy4NrDMxcM5YTuyqozuzhwfHrKYg4kTWRL9XNxDUazt4wjuKImyy/xEMFW1FiGluzu1IvPmQ3T+qo4LQOw56uz23jBt8MlMU+/hVo2MtuBg27Wd9/1OwmKbsppOymnlRJrmkATQe3FT2hIJjTdvN4xp9UuGRzPdtC+6o71URi/LCmjXX+MPdNKDsqTnxlZSUrVqygp6eHvDyj91IsFqO3t/e4Sp/XdZ2N99xD85tv7XMs7vdT8/TTdK1dy+Jf347lKGUgd3V1cfvtt3PRRRdxzTXX7HdMZaWxSdzU1MSkSUMysS0tLZjN5v2m3f8npK9Kw5A8HpItrSBJZH/pS+R99zuIFgu9f/gD/X/+y+A4pa0dLRJBi0TwPfUUvXffg33+PKxVxj+S/8UX8b/4IhVPP4W5tBRzaSnZX/kyAO7TTyd58030/O4ORIcDLRwGIFFfP3IyH+G8I8ugaSQ7OoisW3dcOfCxcIgtb/6biumzcOcV4O/qwOp0cfr132LN888wZekZbPe9gd7Qh66qiECov2+wcV19UOP0Ciunbfsr0UiMlhkX80GvmbBoY3S8iUfLruGMUVX0V3fhUoKsDDiZEXuPsGwnNO5EdnUbn4c/quBH4bzgdkR08hK92CwmEn2dvP/We/SOOY3fXjKNHCHKaX9eTVdKO3YPogD1vWF+8Wo1CUXj3ndrCcVVRAFavTH+sbKJf2/rZM2PT8UfSXLjU5sozbLz8wsm/0fnLTgQoavBiySLVEzOR0mqtFT3YDJLJGIKYX+cgc4Adtfx34U5TZo0RxCT3XDgBRHKF8OY043a98a3oen9oXExL6gJ46d9rdGsLms0OFOdwDs3QucmmPMNsGcZP+UnAnBOLvxkdCE/r+/EKYmEUpH1mvBI1ZaPct5lDJ+sLZZktS90XDnwiZBO/Ys6BSeAvRDC7WB2w6ybofoxGHWuQKhdJ9Sqo6o6IiLRXgYb19WG/JxVVkTJO2Vo6FSU2tHQCZjiTPbm87uZH7B0Wi7s9JAZt/JupI1TesYSMMXpmNm9j908P2BImurolKtu9F4Ta1+J0Dsjzm8vmUa+bueUP79LV3Dk53ek7abmjaA294MsIo0vRE+qKDVdYJIgrkAghtYdQHQeoM9MmuOCm3a37td5H86z3V4mOW3cUJb3keMOB9dddx3vvvsuN998M7fccgsWi4V77rmHYDDIddddd8Tnc7hoePnl/Trvwwk0NbHh93ex4P/deoRmNZK3334bs/mjs1lPOeUUFi1axO9+9zvcbjcVFRW88sorrFixguuvv/5jH/9JSTvwwyj8f/+P0IoVZF1zDWJKjz3zyisYePRR9Hgc8+hRxHdW47n8MupPPwN0ndwbvwuCgKm4mLzvfw/nSUtouf7rkEiQ7OjEXFq6z+tkXXMNicYmfM8+C6KIdcoUtFCIRH09Uk4OgtmM0tEx4jGWKVOIbzN0cFEU0DTyfvADMj9/+WE/L0eSdS/9i7UvPMOuVcvwd6U60IeCvHzXb9A1jX/fewf2uGH0Q5IDSdewSxpC0nCgl2Ut5qyVr5IR8mEDxm14jDEIaIiYUCmJtFFXZ2FSvBOrFqci2szEkJGC5K/3UuM4GQ2RDJsJf0zBa8qkItqKhkAwqZMB9Eluunr6efXhh4ivfY1xGdPoylow4n1oOpglge+dPo43d3YTiquD9+9BTf2xoWWA93b3AvD9M8bhsh58nY8oi4iigGyW0DToa/PR1WQ49OPnluLvDZNfnnnQz5smTZo0H8n4C6C/FsoWgpS6dpXOg7ZVhkaZPReCnUYTu1V3GFH2MacDAlgzYcxZkDMeNj1khJBjPsN534vrSnKpj8R5rHMAEZjhshFUNWoicXJNEhZRpC0+MuV6psvGxlSEXgFUXefW0UV8oTj7cJ6RI87uJ3R2Pa7T+o7hvIPRgX71zwAN1vxSTyVCCATMMSRNxCGaEBNGCcJzZdVc9kYVWsj427bVyf9xMqpgNKsb689mc2YTp4QysatmJvrzmNNnpLF3kUdt4Ro0QcdtM+GPJem0B6kK5KCg4U8myQW6zGF6upKs/FMUy3tW5hZW8GLZrhHv40jbTWQRRAHBJIMOSrsXtWUAJBF5Vjl6XwipdN/vYprjh+ZonNd6/Z9o7INtvXytNBfpCEfhCwoKuOGGG/jZz37GhRdeOHj/rbfeypIlS47oXA4XuqZR98KLn2hs17p1BNvacZUUH+ZZ7csncb5lWeZb3/oW3/3ud0dssJxzzjnceOONh2wuaQd+GB0/+CHx2lrQIedrXyVWXU106zYqn/sX0Y2b6Lj1VvREAl1RDNk5TcNx4onkyzKOhYsQZBnH/PlUPPE4Sm8vjrn71wQTzGbc551L4I3XsU6YSPk/Hya0Zg2tX/4Kal8f5vHjDfmvYcS3bQOLhcwrryS8fDmZV1xB1lVXHonTckSpmDaT3auXUzFtFn0tQ/Uve0oS3HkF9Lc2AVA5ez5hq4fq5h7Kmz5Attr45pg4/cuN/gUqAhI6Ijp6SsKpIN5N6ca/MHbxUqqbusnq6qLLnEtBopeM3lrOD4TJUnwogsQTxZexInM+EdFKk62cE72GVIRDCfOl1kcItkmYAbO6/53bhKrz3u5ebr9oCr94tZoPanoHj0kCPH+D4fQvHpvLt08ZQ2mm/T9bhAAOt5VZZ4wlFkqw4c0azFZ58Lxl5DrIKkg3MkuTJs1hYMczEO42UqAqToJgB/jb4IRvg78Zqp8HXTHyujUV0CF7HIyTIHssiBJkjYE5Nxg171mj9vsyZlHkovwsXurxMcVl47kZY1k5EOTyLfX0JlUmOUz7OPAbg1GsAnyxKIf3vCGuLc7my8ehFnzBHIHW940IvL+JoUYAqdQ0RyEEUu0J8hfqmGSd5GaRWK+OZNP5ftlUlNcNWUcFFRkJMSUpB1Ae8jDmrVkUnaaxqzFAQYeTFoePsrCHgjYPX/HNIj/uQkOj1t3P6vwWQlKC6swePtcyEQB30sxPNp2EKhm2eEpfAaUBD38bv4GoPPS5HUm7KbqsWE4ejxaOk3i3GmHP8+g6UrYTIe/4bBScZohnurwcQIh3H9rjSVZ4QyzJOrLrqXvuuYc//elPTJs2jSuvvBJZlnn++ef5+c9/jq7rXHXVVUd0PoeDvh07CHd1fbLBuk7LO28z6dprD++k/kNWrFjB17/+dTIzM/nJT35CQUEBq1at4sknnwTgjjvuSDexO9Q4Fi5EGRjAPmM6kXXraP7CtaDrmP5eNlQbLwjIOTmUPvgAcm4efX/8A4EXX8I6ZQqVzzyNrijEdu7EOtEwWorXS/Pnr0Cw2ah44nFEm9HNNLJ2HVowRLK7i+C779L2zW8NNq3bJ50+hZybix6NkqirI76r+vCfkKNA6cQpXHfvg4BxOra9/RqarrHw8i9gczjY9Oarg2P71r4LukYF4M+q5MILzqS7sZZ+wFlYir+zHdARrA7yPvd1Bla9gSnig7427J4sZKufgmQfzbZS4oIJi56kNN6R0o8XMGsJZgY3c4JvA2WWBK/mn0VWwsvMAjPSpk2g67xadB7NpoIR78EkCtjMEoGYwrqmAZr6I/T4DSffbhKJJDVUHeRUAyY9qXJxsYfsQheRYJzOhgEKKjIPLA93AExmmVAyiqbqJOMqCCCbJASMZnYAFtuBFzp97X7qN3dSPDabkqrjb5GbJk2aw0D2WEiGIaMcvI2w4a/G/bbsYbXxgtGgbsaXwJIBDW9D1yajBv6Eb6JoOk+FrExxZTIVIBGG9feDaIY5Xzf00IBVviBBVaMznuSNPj9f3NY46KvW7pVOv4c8s4morrM7EmPHx6TJHqvkThc4+zFDHk9HpeFlY79k8lfA7BSoe2EohB1fZiee8ljMLoFJXxLw1TppAiylKmqbADroNhXtiwPE3nEgBiTokjBng9QlUBrxsDujl5ioYNVkxoZyBp39Of0lVIYyyYk7qDS5eGjsRvJiTmbnZSJ3iAgqPD1uM5fsnkZG0kpe1EGzy3fQdtMbTpBQNcbmO6nrCfLQqiaumlvOhMKDc7oFswz+KGg6+p7mZamadz1lN4WPsJvB4G56et4iM3MOWVlzD+q10xx9OuOJjx80jI6DHP/fEgwG+dvf/kZVVRWPPvroYAT43HPP5brrruP222/n1FNPJT8//4jO61AT7es7yPH9Hz/oKHHfffchSRKPPfYYZWVlAJx22mkUFhZy5513cvrpp3PmmWf+16+TduCHkf+jHw52jh94+OHBhjrDG9uh63Te8mPEjAxyrv8agRdfAkAdGEDxegm+/TZdP/0/pNwcqpYvR+npJdHcDKKI6vcT3byZeG0tGRddSLKzE9fSU+j7459GdJxnjzTB8GZ3gGizIac6F8qHoIPhp41AXy/N2zYxfv6JqKrCxn8buu/u3Hw2vfYS8UiIeDiMzeUmFg4NasIDeAKtvPuP+xFl4ysd6mxlT5JTwuJi/szxPPn0n7FpEd7NPY2HavMRozLTXVFabKXkJvqI6iLt1iIYO4fcvGySjSJiwHiNUDRB0m6m25qPzRpBAGQ0OuVsVNF4zSvnlLCivp+WgSjJmLEQUDSdr/5z/eBc7BaZSDJBjtPMs+vbmKmBGE2i69DXHsCVZaO/PUAilmTC3LKDPoeZ+S4mLSzHYjMhSiKiJJBMqGx6pw6AmUvHYD7AYiQ4EEVVNAL9+9dXTpMmTZp9qDpnqHN8y4qh+4c3tkOHnc+CbDOi9F0p6dREGBJhnuqLcfPuVvLMMlsXTjYi8ZF+QIBklOX+OLvCMT5fkE17LMmZORnc2dg1ouP8nmW1CCMianZZJM9sXPP2/D6eiPTodK/XKT1ZQFOh9lmjEsFeALX/gmRIJxkCcwYkg3s04Q2UKGy+F4TUaYm3Sgipsxq1JVk4x837D+o4kyYeG7OZ+o4+LKKZxXnl7M7opyTkRkdCETQ2Lq5nsiuLgVUS/UKMnLiDcFQlLqu0Ov0ssuYgICDrEtWOfh4Zuxm7YmLhKU70+vhB2c1Xt3XS3h/mhlI373YHaDSbeGVrJ13+OA9eO/ugz6GU64ITKhGsJgRZNNZeSZX48t2AgOXEqqHo/F7EYh3oeoJYrA1IO/DHGtaDjIQe7Pj/lsbGRuLxOGefffY+6dsXXXQRy5cvZ8OGDZx99tlHdF6HGukg68LFT/G1fPfu3cycOXPQed/DxRdfzJ133snq1avTDvzhJPOKKxCdLkS3i/Zvf2ef41JWJqbikkEnO9neTmT9emyTJiHn5uJYsIBEczNtN9yAdepU8v7nRuT8fOrPOBM9HkfKyqbotl+hqypt370RACHDje4fkiizTp5ErKYWYkZkIVFbi+0HP2DsyhXI2cdXDR/A63/8Pa07t+Hr7GDexZ/HbLMTD4eQTSYGOtqwuYyd9aJxE+lraSQWDmOyWIjF4uiqgqooiKKElmplJAJK8QRG57p49Ydfw6HriIBL8WNLhiktzWeZ6UTGhmqxq1GSgszbhWcy3uXmtboAoLE6cy61jjH0m7NwmEUEQeSnXzmX/+1qodMX5aLOF+mwFvBezkk8vq5t8L3YrQpXnNdMOCLz1L/L0HVjKTImzwmmDiQxzp1v1fDgnHLsqYhCIppElhw4PNaDrlePhuLUbmgnI9dJ+cQ8EtEknQ395BRnYLJIgIAggL8vwkB3kNJxudj30pEvHZ+LzWUhM9/5H31+adKk+YxTMg9kq/Gz9bF9j5sdhuwcAqAbje18TUx1VZJvljkxy0VjJM6l2/q50nMGN40qQbe4uWbNVmKaTo5Z5u4JZai6znXbjZxwjyTiGyYXN81lY1coRjS1Kb4rHOfW0Xa2LZxE7qd40fefsvZ2jd7NEGqHCdcIyHbDUZfMEGwxHHeA7MkQaEg1/LdCMgKooCpGFYO6J26AQHBUkIpcB5u/IuDWjfuyYjZqdZ2CURLPW6uZ1l+AQ7Wgo5O0KtRm9/NsRwNUgaDDe5EGuuwhHGYJQRD4wQ2V/Ka1mZqIn5ApyfYsQ35p7bqh95Itqjxa2EOvKvGlrlxUhuxmX2iAgXCCO9+qAeALxU6+XOpGB1qzncRDcT5/wr49hz4KLRwnuaUVMceJqaoAPZZEaepHKsxIdZ43Xl8bCKH2BJHH5O3T0C47ewFmczYOx/EpT3i8syTLxd/aP1n01yQILPQc2fWRJaXApGkHTvT/qGPHCjmTJyOaTGgH0Fbfm/wZMw/zjP5zLBbLfj8TPWWT9OEB2/+CI7uVdAwhmM14Lr4I92mnUfqPv+M+7zyklHyDqayMZFs7/ueeY9y6tRT88hdkf/U6nEuWYJ04kbHLP6DoN78mWl1NsqODeE0N9hNOMGq4zzoLy9gx2KZNBSDw2muDsjnDnXeARGsbxGIIHk9qUgKWqrHHpfMOUDRuArLZQsHoKkwWKwWjxwIQDQaYd9HnMdsdCILAxMUnc8H3fsLX//II9oJSlEiIjeYxrC85FSUx1A1eMpn40ne+QU97O+g69kzjvJ2XF+XyhoeYt+YPXNTxPKMiTdRXnsySb/2YJePy0Ko/ZI53PSZBxywL9JmzuazrBa6o/RtSqJ++iMLrwniiko2spJeqUN2I9yHoGrPMNeRlxykvDmO1GI14TKLAuTM8fPmSRq69uB6PK8FvarpxZtkGH9vd4iOxH+3bj8PXGybki9HVOEDzzh6aq3tor+2nYWsnZquJmaeOYcbSMXQ2DtDfHqCrcWCf55BNEgUVmR+ZZp8mTZo0B0SUoWi2IRc34ytQMB3MqXpRWxZEvdC5AU66FcZfBOVLIGccU1x2tiyczH0TytkeitAWS3JfOBM1czSCIHB+nodxDisz3Yb+74vd3sHo7HDnHaA5miCq62RKxvJGBCY4rMel8w6G/rtkgcxxArJVIGu8cX/cD+OvAZMDEKHiNFjwc4HznhVxFoIaBiWms6yqHjU2tKAUzXDRj90MtKqgC1iydXR0zsktY3JbAfPfG8fXd57ApIE81k9pYMYtsP7iGqybXZzaPhqTIGCSodMe5NvVc/ne6iVY/Gb6IgmedlazMbdjv+9D0OGccCYTzEkWWmO4ReNzNYkCS8YaXe013XCpbSaRa6YUGo8DyvpD3Dfaw0nZtv0+94HQ+kLo/ihqcz/Jmi6SNV2oDb0kd3YgWE1YllRhWVKF0tSP1uk3GtzthShayMiYiiyn+8wci5ya7abkE/ZQOCs3gzzLkb2OjB07lvz8fF544QUikaHsSF3XeeaZZzCZTMyZM+eIzulwYMnIoHiYbvpHYc3OpnD+vMM8o/+chQsXsn79empqakbc//TTTwMwb96hmXs6Av8JcM6fj+OEE2i/6WYSTU3oShKSSWK7diE6HGRecsl+Hxd69z0APJdfhiAZ9WlFv7598Hj7975P4JVX9v+iooiUk4Pm9SLoqeoyXSdWXY3pGK91ORCLPv8FJi1Zygu//QVvPfjHQb3NWDjMmhefQU9J67351/uIh0PYPZkoCSNxclS0ibcco5gFgws7Xdd57H//B1VRCEhOKJwA3hX07Ta6+Yu6QnG8C+JQ655B4fhJbPnX03y+fxkAndYC2mwleMwC2Yl+JE3hmkkusp0WijNt1GljsWhxes0jyxkmJZqZvmUZYbmQVx1LcZkcnD8lj0tnlXDrKxtZeoqIKEIiKVIfi5FMGO/LmWkj7I+RjBsScAdqPKcmVSLBOA6PjfbaPuwuC3mlHmKhBP1dAdpr+8jMd2J3G/cDg03tSsbm0NPiI79iZIRfVYzFkiSn9/TSpElzCMgeYzSk2/YEhPuMvG5dhUAnyBYo2f+i840+YyP7mqLswW7P904oHzz+jR3NPNfj3e9jRSDPLDOgqIMb4xqwLRSlwHpopHs+bUy5TqTiTJ2V/6ux8S4GDWAyBLueYFBbb/0dRjq9JUtHTe1z6wLU4eXEoYeBDm9/XUdTZAbMESwVCZz9HrRNNi5mMsLQSFZPrsE0M87Gl4Lc2Gg0l2t0eqnPGMBjNlMQcSGrEl+aMHrQbrYNRNlf/GlOsIgp1VNZFczir2XVmBx2Lh9v2M0fPLt1cJwOxJMaRaLxLILHhh6IQUIhWdOFdIDGc7qioofiCG4bakMvgtOCVJyJFk6gdftR63sRc10ILitSsWEfhZSzJo/OQ23z7tORXtOMzXZRPD43hz4LiILAb6pKuXZbA8pHBEZzTDL/O6rwyE0shSiK3HrrrXz729/mkksu4dJLL0WSJF577TU2btzIjTfeeMzXv+9h0rVfoHfLFmID+26UDSKKTP/mNxBTPtWnkZtuuonVq1dzzTXXcOWVV5Kfn8+6det45ZVXWLRo0SFJn4e0A/+JUb1egm+8YfyRqrM2lZSgq+qgc743etTYLZOzjMivlkgQ276dRFMz9nlz93XeZRkpOxu1uxs0Dc3rBbMZze8HWcY+Zzb26dMPy/v7NNDdUMeT/++HKPGhKPqYE+bjzMxi8xuvIpnNZBeX0dNoRLwjvqFFXKasckZyG4IogaYiyTKqYqxcBMCthnD1NxBEwJ6RQcTvA8CfWYnf7GHB4gWc/8cVnONbBYBXzqDbYmRc+JLwTMHncCohGmtE7v/V29z2ucmUZtr5wt+lfS76IUceftlNoM5JfZYLiPPUula6AzF2tMWpfWIsug5JRaQww8qYqYX0tvspqcpBTWps/aCRSCCOtztIZv6+TvyudW34e8M4M22EvFEQYN65E4gEYiQiCrJZonBUFp48Jz0tPnava6Nicj4Wm4msQhdZhSOfMxlX2PSu0ThxximjMVnSl4U0adIcAhJh6Nme+iO1OWjLNAqxhf1vFkZSEfWcVMQ8rmlsCURoiMZZ5HHu47zLQK5ZpjOhoAEDSRWzAF5FRRZgvsfJ7ONI831vvDU6731XS8nEGRQtNnoI1r9gRNTdFeBLBYPiw9bGshWuGZhsfBQaCDKkfFIEBLISNmxdVmICWDwQ9xrOe3e+nz57mBlLbZz/xxV8uc3YjOm1hGlzGJJcvmSCP0xYQ0bCws7GXu761fZhdnPNPnbTmxGi3xJhdySL92M2iA3ZzYa+MKIwJCeXn2HFOqkYrcOHNDoPXVFJrq6HYBy1N4CUu68Tn9zYgtYfMhx+n2E3LadPhlAUYkkwS0jl2Ui5LtQ2L4lNLZjGFyLYTEj5bqT8kc+pqhGamx9GEKCs7ItI0sFF/9N8elia7ebvkyv5n12t9CeVfY5X2a38bXIF5TbLfh59+Fm6dCkPP/wwf/zjH7n33ntRFIWqqiruuOMOzjvvvKMyp8OBPS+PE3/za9bcdjv+xsZ9jpvdbmZ859sUHaII9uGipKSEZ555hrvvvpsnnniCUChEUVER3/72t/na1752SDrQQ9qB/8TIOTkU/fY3KP0DBN54g9jmzUQ3bCDR1IRl9GjA0DEUhn0wRb/9LYE33qD79tsJf/gh0c2b0WMxo2HdsHFScTFqezsoCoJ16AKhDu/KqCjk33IL0p50+uOQ/raWEc47QP36NVz3h79TOHY87pw8/nXbT0ccn3jSqdStWUUiGsERG/qH3+O8zzz7Arwd7TRuXo8SCfE/T7zA5jde5b2HjE7JGb4mvvrTX/GzdT4CUQWfPY/sSBeKIGNVYpw4pZh3dvfSa8ml12JE2lVN54fPbSPLbtrvjm2T4kDIWsDk4E4KlD665BzGF7jY0W4sbKY6nZxfnMEzrT6uO3McGbkOMnKHFpgms0QiptDRMLBfB35PlDzkjSLJIjklGYiigNVpwd8XQRBAEAV2rGwiMBBF13ScHivFqTTEPcTCCZq2dxHyx1ASKoIAmnpoanPSpDkQ1dXV3HnnnWzYsAFd15k+fTo333wzU6ZMOdpTS3Oosbhg0mVG4XXXNgi2GtJykT5wGBukmq4jDtNV/sPEcl7t8fLTug6We4Ns8IeJakYW2vBlT5nFREs8icLIxlI9wxbgig4/H1NMpun4XeoEmvQRzjtA50o4+0nInihgz4flPxh5XS8/E9o/ACUiYI4O1XTrqVM39hIItEL3GgEtJHDJWyK1L2hs+YNxPL8ng8t+n8mPN68nEFXodQcp9LtJSCo2xcSiSVm8s7uXdkeA9pRp+zi7WasHeLlsF3N7SyiLummxBUbYzeFa8D86czxSthMpe6geOWmSIK6gNPbt14Fnj+qLLwqyiFToQRAFBLsF+sPGGFEgsbYBzRsBTUfNsCGPGplhp0USKNWdJKIDaPkxEAQ0LZl24I9xTs/JYNMCFy/3+HijP0BIUck1m7gkP5PFR1g2bn/MmTOHhx566GhP47DjLC5m6R//QO+WLbS89x4xrxfZYqVg7gmULF580M3uDiePPPLIAY+VlJRwxx13HNbXP36t2mEg4/zzAVBDIWKbN2OfPx/zqFEke3qI7dpF5/d/gFxcROXTTyPIMqLNhiCKaP4Ase3b0aNRw3HX9RHd5dX29sHbSqrjfcallxB45VX0aBTr1KnkXP81rFVVR/YNH2EmLDqJxi0b2bXi/RH3P/Kj76IlErhy8wZT5ssmT6Nl+xZ2vv/2iLGaIDL99LMRNA0lkWDmWeez/pXnAaOW/s2/3EfNhyuHHqDrvLd2Bz2hEgCqpWLGsIXcZD+Xdv4LaenPeXd3735T/kRh5N8CYFUjjA43MiG4i4JED0Gfk66cJRRaZU51WVnTH2ZJrosxLitnl3p4fG0Lu7uDfP+McYMlAwWVmbRU95KMKax7fTeFlVm4cxy4s436z6rZJfQ0e2mp7qFojCH5pus6RaOy8HYHSUQV+tsD+PuMDJCsAic5JRkjz5Om07Szm4Gu0OB9U06sxGJPpwKmOXw0NTVx1VVXYTKZ+NrXvobFYuHhhx/mmmuu4amnnmLcuHFHe4ppDjWFM4zfSsxw4LNGgz0X4gE6gj6WVvspsZp5bVYVsihgl0QEQcCnqGwJRohoRvNRnZHd5VuGab43xgy7cFVhFs93e4loOjNcNr5bXsAE5/HtWJWdKtC1TqdlpCnkra+CltSx5zOYMp83E3o2QvPr+z7P6M+lliZxgTEXQ83TOt1Awg/r7tBoWzZssA7LV3npSe0cbLB1M50SiiNuvrNjPp2nNR2U3dwzbklnJZWhTHzmGC2VO5EF6A2NlO1yWqT92k2pPBu1phviKrF3qpEqspEyHYhZxg6CaXoZatsASk03cmUO8ug8dF1HqshB7Q1ATEHr8qOlnHkxz41U5Bnx2rqmk9zVid4TQEYmPz4P84IxmExpvfjjAbMocnFBFhcXZH384DSHldxp08idNu1oT+NTTdqB/w/I+/a3yPnylxAdDvRkksbPXYjq9YKuo8Xj6IkEQirN3n3uuSCIWKrGEt26la5f/BISe+lIShKC1QqiiB6PY5s8CcnlQo9GkYuKKHvgr0gZGfuZyfGFIIqc9c3/Ydy8RdgzPMQjYVQlyYu/+yUA/a3NgFET1LJ9y+DjZIsVJW4sJKYsPpkZp53F63+6C1VRePDbX8GW4UEymVGTCXa8/zZWpwtLVg6hASPDofP1JzhBslBT/HmabaVsdk1hSnAHYcnJym2dg4sLiyyQUIxIUFZiAL/mBNGMVY0yy7+J3oxRXOXpoK9lDS3WEloyx7PZbjQrzNdgQY6TcruZe2t7CGoaWyIJ1rT7WdM4QEWOg8tmGx10i8fm4Mqy09Pio7fVT3tdPy27ehk1tYCCyixEUaCgMouCSsPIJKJJdqxqJhpKkF3kxllpJb8ik3gsiSAIjJpaMCItXlM1Nr1bTzwytAC2uSw4Pcf3QvezRELTeLXXz5t9fsKqRo5Z5qL8TBZlHt1IwkMPPUQ4HObJJ59kxgzDsTvllFM499xz+dOf/sQ999xzVOd3OOiKxKkPRomqKrIgUuqwUOG0Ie3tyRzvjD4Nyk806t81FT68l8JkmNHiUnZoucR1DRmjHO2i/ExEQWC8w8rGQJgf725jb/VlCbCJAiIQ03Wmue24ZYmIplNiMfHEtNF4juPI+x4EUeCEH4mULAFLpo4SNjrKr/qJYbkCexLTJMN534NoA82QWafsTBh9nsC63+hois5rV4Al00i/1xKGw292g8kJsV4dEIg/6+RCeRZ1U1aw29PL8vwm5neX4jfHeO0AdjM/4sSnRmFY1aHdLDK1NJPV9f28UVLLEn85y3MNW7+zMzjivVpkkWyHhTWNA/vYTXlULlKmA6XNi97uRW3oRVW6kScVIZdlI4gCclk2cplR0qjHksTXNkI4jljoRnTbEcuy0GNJEATkSUWDevAAuqqRWFGLHhn6JprN2Vhsx5+kb5o0aT79HP/W7TAhOlJ5YYKQapajk3HRRWRdfRWi3Y4aDNL/97/jmD8f99ln0frVrxKvb9jXeQcEuz2VPm9l9MsvYSooIN7QSKK5hYxzzv5MOO97WPP800SDAZZc/RUkWaaroQ6z3U4iGkUQBEwWK+VTplG7djUAJquV/MoxtFUbdZZNWzeyc8V7IzTio34fhWPH01m7C4BELIrF4QCTBZJxZDRkNcpPSjv4W3wyLTmno9RKzPJvpqplGW1uQ9vVYZGJK0nGhuo4s/ctuix5PFN0MVMD25np34I30sx25wJKrVZKZs7jHa0Sf7cR4X6vJ0iB1cS6gTD9isZfansByHGa8UWSlGfZScYVBjqDZBW5yMhxYHdbcGRY8XYFjWi6YKS9Wx1GCpG3O0hvqx+L3UQ0FaWQzRLFY3OIhRN4U9H1gc4geWUexswoAlJRhLgyOF5JqCipRnppjn3e6Q9w464WehMja/ke7xxggsPKg5MrGG23HuDRh5fW1lbsdvug8w5QUVFBeXk5u3fvPipzOlwEEgrvdQ0wEB/5OTSGoqztC7Awz0OZ8+h8DkcNeVgNqWC0Q7srXyVWNhaHJBFQVO5v6WFxposL8jxcsaWe2kh8H+cdwCEJKDpYJZH3Z4+jyGqmLhKjMRrnc3mZnwnnfQ/Vj+nE/TDtBgFRFhio0ZAdoESM5YlkhbxZ0LHcGC/ZILMK+lL74D1rofUtHX2YGYh7IXsi9O80/k5GwO4E3aIjxAVMuoQpKfHbrAXcbdrAlpwWkhtVTu4axQk7K2grMuztHrs5rb+Aq+um0+zw8YfJHw6+TjihMRCKYzdLlM6RWOWvpa/biILvseICYDNLRBIqzQOREXZTTyio3QGkfDdilgOT04LqsqL1Bgaj6VokgWg37KbaG0Rt9yLYzBA2UhMEk4w8KhctHEfrMTYNEt0BpOJMTFON7Dx0HX3P/7JZgoSKnkzbzTRp0hwdPjsW7jAhyDL2WbMIvvkmWjCAdeJEAAYeeoj++/+M75lncZ9+OuE1a0FVkQsKULq6EGw2HPPnE96wAd1v1Hjp0Sj+F17A/8qr5N14I6V//MPRfGtHnOBAH6ueNrSDt779OqNmzaVu7apBZ1zXdZREgolLTh104JVEAslkpH1bHE6ioWCqF4GErhnG1epyDzrvAJqi4O/u2uf1X++x0KZHKQw2M9u/GYBZ7hjLBFB1GAgnEYBMpxl6QUNE1FUioo1uSx67HWPodubxxR+fjrfTw67XQ5glgYSqEwP+2tSPqum8ceOJvLi5A1kS8NhNnD4xn1yXlZr1bfS1BwgMRBg7sxiTWaZodDaFlVnEIgm2fdBIo9LF1CWjiEeStOzqIRKIk1fmIbvYhc1pwZPjYPN79STjChm5DhIxhWgwTiI2FG2XTBJTl4wiEU3SsLULdJ0Jcw9OPzfNp5P3+gMf2U23Ohzjc5vqeGXm2KPSkKeyspIVK1bQ09NDXkqWMxaL0dvbe1ylz4eSKq+19Q02ZNubmKrxbucApxRmffaceDCExzPKoXcHY5VecBnlQX9u6eGu5m4e6+zjnNxMVnpDqECRxURHPIldFFic6WSNP4wvpZwR0VSe7hrguW4fPx5VyENTRh3FN3bkifbq7PiH8Q/f8LJO4QLoWMGgM67roCag8gyRjuXGOdPiRnQdwOSCRCA1XgJSjzNnDDnvYNTHhztA2Ft9eLONrwTn8WzRTk7pMvoBzbcX8KKway+7adhpTdj34mT29rNsVITlaNzUrQ/azQyrTFLTUTWdf39n8X7tZmJzC1qnH80bxjy1FMEsI1fmoJdno0cSJD6sh52dmBaMhmgSpbYbPRhDKslEKHAjOqyIOU7iK2rRE0mEbAfEFfRQHH1YmYYgS5gXjDa04nd0oOs65pnl+7yXNGnSpDkSpB34Q0De97+Hubwcz8UXAaAMDBBavgIAPZnE+/jjyPn5mIqKiG7ahFxYSOEvf4GpsAhTQT61i09EC4cxVVQQfOddEnV1dP7857hOXXo039YRx+EZqjtSk0m66mrQ9ZHG3my1YrHb+eLv/8wbf76Hzppq+lqaOe+mW9A1jVfu/g0ABaPG0FlnRPRiQUOWSJRkNHXfDqN5YyfSNfNSNq7v4py2F8hI+lEBHYH3B2wsXZSPDnxQ04Oi6eyyjKK58mr6NSsLBtYwI7CF3Y4xbMmYxuLyHgSLn8JinQunn4Akijy7sQ0EgWyHiSKPjWv+voZMu5kpWXbebPGxtdXPby6ZiivLzkBXEFfmyFR2QRQwW02D2R69rT466gew2E1kFbgoGp2F3W04AdVrWogEjKhCJBBj9hlV+PvC+6TH210WJFkkFkmADqKUlo871tF0nR/UtH2kFA5Ab0LhtoZO/jKp4ojMazjXXXcd7777LjfffDO33HILFouFe+65h2AwyHXXXXfE53O42NgfOKDzvgcdWN3ro8SRP6KJ22eGsWeDI8fQjQf6EgrvD6Sinxr8o72PQouJEouJdYEIxRYTd44rpcRmpshsZtqq7QRVjUqbmdf7/NREYvyopo0zcz87GWsAlmx9sJBcS8LALqPJ/3Bkm6EHf8Y/jTT5gR3gr4f5PxPQVfjw58ZFI6sKBqqNxySMuAKCPNTcbjgZkzRqTmyl4G9lyAmZs1qrUNDQBZ33gq0sXTDSbm70dFI320s3kX2e61R7lNx4kFOsOhdOn4wkinQ09uHVISQII+ymzSSxpnFg0G6KmXa07gCixz7iOQVRAKtsnBsB1A4fWmMf2ExGfXtFDiaXYTcTG5rQg0YZnq7HsJwyAa0/jJgx0m6KTiu6LKFHDbtJ2m6mSZPmKJF24A8B5tJS8m6+afDv1htuILZ1K5hMZJx/Pr5nn0Xp7sY8zmhCp3R20nrDNyCZxHPZZRT84ucMPPQQud+9kejmTcS2bTuuu80fCFEUyascTU9jPfaMTOZddBmegiJeuevXxCMRZJOJWDjEew/9lS/89j4u++mvWP7EQ2x67WXe+dv95FWOwp7hYd5FlzPttLP55w++Q39b8+DzD3fejSo+MLs8vJK5hDVre5ifK1Ba3zFsRjqTQ9X8Y+cJTEk0kqfItNpLCUQVcnLy6e6LEJKNUoqQ7MShhFi/NRNR1KlrdtHe3TEYq/BHk/ijSTp8MVRdxx9M8IPSLM6ZUEBPrrHwKByVReGo/TdPkWSRGUvHoKsa1WtbATBZJMbPLSWZUOlq8pJV6CK7yE3YFyMRU0CA1l29WJ1mZNNIqUMlaXSdn7KoAk3TsbuPjjxKmkPH2/0BWmP7Szbel3/3+ulNJMk1H9mmhQUFBdxwww387Gc/48ILLxy8/9Zbb2XJkiVHdC6Hi5iq0RSKfqKxEUWjJRyj4jhvtLZf7FkwZkgP9wvbGtgYjGASBC4pyOTxjgE640kmOqwIQHs8yRe2NpDE0Ii/Y1wJf27t45ZRBaz3R9gcjOIxffYcKlEU8YxR8dWCJQsmXiXgLNFZ/TNIhkEyQTIIm/6gcfqDEif9XmfbXzVqn4ONd+t4xhj17hOuERh9Prx1nU6gaej59+e8ix6Nh8u2sHJjNxctjDP/vSoyFCthKYFDNTO3t5Rf7nwfm0kkntpRDEQVcvI1kn37bmz9I+BCFuCdiI2N8Q7Oy7fz96l5tMcUlq7pGLSb7d6h/6tcl2Gz5PIc5PKcfZ4TjKi5ZXEVaDqJDcZaQDDLmGeVoycUlJYBI/W+IAMtEDPk5ARQarsRHRYEk3PE8+1JmTfPHYWu6Yiuz2D2TJo0aT4VpB34Q4CuaYQ++ABBEHCceCKmgkJi27ZTfOcduE8/HdHpwPf4E2ReeinxrdtQfb7BWnjfU08RfOcd1L4+4jU15H7zmzjmzsWckqb7rHH+Tbew/MlHqFm9grf++gcu/vEvSMbjaJrKpJPPZtNrL9Hb3Ej9hrW8/eAfsbsz0HWdiN9H02ajQ4+mqTz2vzfh7e0ddNT34MjMJCHZiPV1IaFRSyZreiHLYeK8ReMJ1g01t/Nasljhmcts73rm+9ahAc8UXsyZ00r4YNNOsFew1TON6Sctxb/sA77c+gi7HFW8lRjKnNizVLFJItM8NtqTKj+9YBJOs4y9zU8yrnLWjGI0VaOryYsr04Yra2QkYQ8mswRIyCk5nLyyTACad3TT0+Kjq2GASCgOOhSNzaKvNUBbjfFecorcg1F2VVHZ9E4dSlJj6pJKXO70IuR4YNlA8OMHpUjqOiu8IS7MzzyMM9qXe+65hz/96U9MmzaNK6+8ElmWef755/n5z3+OrutcddVVR3Q+h4OuaJyDUWNsD8c/kw68puu80x9AEASWZrkospjYDPx5Ujnn5HpwSRIPtfdxZVE2GwMRvIo6WAv/z45+Xu/105NU2BmKcVNlAQsynVQ5PpvXsgU/E9n2oNEpfsPvdRb/VkCNGTXtFRdA3b+MiHvHapWNvzc03dGNOvfudcZz9MkRfnjfVi7vmY3IyA1fSxYIIsRSyrY75T5WDnST5TAx+3QH1u0Q6wWbamJdfhvbMrqZ3lfIzL5COuxBPsxv5eJJpaxa54PMCKIAl84s4akNbQD4NInfeT3kmyUckkZ7VCWh6XSlerO4bDK/vXgqVpPE7a/toj8U5+p55eiqhtoygOixI2bu324KqUZ0gkk0guYlxia5sqsLtd2L2tyHHjbspjgqB63Dh1rfiwqIBRkIKbupKSqJD3ZDUsO8cAxS2nlPkybNUSTtwP8X6IpC46WXkWxrQwsai2fR6aT8ySco/MXPkdyGtEjOddeRdfXVJNvbsc2bR2jZMogaO8mOxYuINzYiejw4FiwAwD579tF5Q58CMvIKOPOGG+lpqCMaDJBdWsrVt9/Fy3f9mq1vvz6YBl+/fg2hgX6iwQAmq41kbGhnfqCjnZ7GemBIokYAEATCXi/gHVyelAcb+Xr4bxSPn8jFUxbR/c2beOYXPwZAP/UrtFSHWNxvyM6JwMVsQ373Vc5LxHg1/yyso6fy0KY+ZmpG2nqhOcHS3vdotJfT5h7DJbOK+dri0QRbvATbAjTGkyRVnQVjcyCly95Z309ve4CQN4psligaY9S979F735vxc8uIhRM4MowFhCvLRl+7n0RcGdTj6awfGEyjdGRY2PJ+A6NnFGFzWtjyfj3JuLEwCg5EcKQd+OOCmPbRKdt7Ez3I8f8twWCQv/3tb1RVVfHoo49iTum5nnvuuVx33XXcfvvtnHrqqeTn5x/ReR1qVO0gvHdA1Q9u/LGOoumcuaGG1lgcf6qO3SWJvDJzLHeOKyUj1XzuW2V5fLkkh9ZYgsWZTt7u8xNJnaqTs1zUh6NkySJLUhrN8zzO/b7eZwFHocCcH4p4azUSfsioEDj1zwKr/59Gw8tDafAdKyHaB3G/kVavDEsUWR/spaUxjhgZ6bwjQHxg5F3j+/L4QXgR752/g/OmFRK5BT64yZCIs54RYXdNL9/bvJjcmIMJ/jxOsOTjeNbO+LjIQ+M2oE+IDzrvAKMdAj/MirCwsooBRefPqkh0/mheeb9ucExS1Tl9Ui4nVhld35WmPhI7fOj+KJgk5MpcpIrsQYd7b0wzy9EjCUS3sVkmZNqhy2c0pkt9r7Sm/iHBeZeVxMo6TFOKERwWEivrILWhoHnD6eh7mjRpjiqfvXyzQ4gej5NoaEALBpFLSkAU0UIholu3DTrvejJJw3nnU7vkJJquuprQ668bzrskYSorwzplKkpbO5rPh2gxH+V39OkgGYsS6OshFgoS8flIJuL4+3pQk4nBNHhfTxfn/c+PuOz/buOiW36GnHIG8ipHs/Cyq5l93kWMmnkCAIKQ+prrOvMvuQJRSu3Ii8ZCxaQl6Nm5me3vv8XG118GQLQ5ufHCedTfdja2okoANAQ2xT2EVJEEMj7ZTX1vCIdZor1kLmff8ivOOGkuE0O7WDSwCodFojTLzpvVXeTnOtGBrb1hbn1px+B71XWdxu3dhLxRTBYJTdVo2dnD5nfrad3dS9AbZcNbtTTt6GagK8j2FU2EfNFB5x0gvzyTmaeOHewkb3GY0LX/3959x8dVnYn//9x7pxdJM+pdsiRLuOCO6aYZY9MWCIRNQjYsZNkQyCa/DWy+m8ImhHyzCUlIKJsQQiDfBJKlhBpwARNMc8MNd1myrN5H0vSZe+/vjytLFjYGEmxZ9vN+vfSymHvmzhlJzLnPPc95DjjcNkrqctHTBrFwkt6WAXatbyEZG82JbNjUQVoq6R4XCpwfLx2+6GO2/3s1NjaSSCRYsmTJSPC+35VXXkkqlWL9+vVHtU9HgsemfXijA3g/ZvuJLmEY1EfjDKQNypx2VGBIN9gwGB0J3lOGyYK1O5j95lYuX7+b57qt4F0DKt0OZvk97Euk6UsbOFW5jAErGI92WAXpYv0m6YRBpMvaBm5/Gny4HU77L5VzfqZy1n+DNrxyKqsGPnt5MVctKsC7YDiq3/9jNWHKP1k3AQCU4T/XYMzD2r39rF8Zof7Pw209Brd+ahJ7frAEW5lVAM7AYLXezpCRJKGm6XHERsbNPJ+Dh78wl5cW5XCBJ44KZLltlAfcPPteO7OHs8xC0dRB42Z6e7sVvDs0MEzSuzpIrNpFur4LIxQl8doOUjva0bsGSaxuwByIjQTvALbSIM4FtbB//PPYreDdZUOtzgPdwIwk0NsHSG5qttLr9/+st7ZJBXohxLiSke/voHq9VDz+GKW/fpCaFcsp+vGPQVHo+sEPGFr5GjvmnUL79+/CiMUgncZeUDD6ZF3HiEXxnnUmqteDFgyiZWeP35s5hticTvzBHFw+P++99gp/+D9fIx2Pj2njzcyk/ORZNG58FwXIq7AqDxu6wQs/+yFbX1tBw4a1FE4+aaSiT9Xc+Zx+9We55o4fUHfmArThi8W8yhqKaqfw2qO/Zs/atzGBLVoJtz1p7bFTGXCgqCpb/VPQ0gl8epR+R4A+R5C0bhBJ6nSGkzy0y2Sju5pGdznrsuZw9dwSHnnmdX71zJvsjibJOSmXfq+dW8+rHnkfiqJQMTWf3JJMZp1XTUFlELtDIxFL0dHYz2BvhEQ0RW/bIHvf62SwN0pnU+ign5lmU3F67NgcGiU1uSiqQjKWpmVnN/FIClVTUG0qA12Rsc+zqx840y8mlmsKgmOWixxOkdPOWUd5T3in04oWjMPM/B/u2ERR4Hbg+xhBeXXGoVN/j1dem8bzs2t47ORJrDl9Kg9MKUcBvl3fyvKeASa/vplv7momqhukgBLX6M0eHYjoBucG/Xg1lRy7jRyHJBIC2FzgzrX2a2962eSVfwX9faUYXFmQPwc61piAStbwUGQYsPlbGlMenEzkdTfBKYys/yo6HaZ+QeOcnymUnQ/K8H0/ZXqM/+JUun/kp20VmJis9rSNjptZflBN3slvxp6ykZly0e2K0OkJj4ybXeEkL25u54mQk5WhFPdu3cMfsPGDl3fyg7/soMTv5O0b5nJRXd5B46atrgC1KAvn2bVoZUErkI+lSO/rxeiLYMZS6B0DpHe0Y/ZFSLf0H/xD0zQrcHdo2KryrBSCeBqjvguiSdAUTE3F7Am/74etWl9CCDFOZOT7O+3fNg5ACwbAZkP1egmvWoU5NMTAk09S+fRT9P7mYbynnUpkzVoG/2zdrnbW1rLvs5/DPXsWFb///Xi9hWOO3eHk+p/9EsMweP33D485ptnt6KkUFTPmsHHpi7zz1OPseOM19OGZeUWB5m1bRtoPdneOfN9Rv5sVv/kfWndsJRGN4M3IQtd1MvNy2b36rZFUewXw6lEqMnSWr95G2yZrkeC0WD27/JNJKTZaXYUAY9a6PreukZPCO2nLOQMtmMelZQqO9qcxUNn49mRmBTP4j5nFVM0sGnmOYZgUTgpaFXOBiqn5lEzOoXV3Dxk5XjKCHhQUokNxuvZZZYGLa6wbPXraoKOxj4xsD6qm4nDZCIditNX3YO5PA9z/jwm5JZkM9EYJ91mz/amEjqapKCdiBezjULnbyUU5mbzUM/Chbf+5OAftKP/ea2pqyM/P55lnnuH666/H47ECV9M0eeKJJ7Db7cybN++o9ulIUBSFKVle1vQMfmjbYo+TzBMwAJ3uH71pkW3XsCkKPpvGq32DDOoGf2jvY/ncWv6nuYszAz7eCoX5U4cVgE3xurl8Qz2nZHp5ZnbNeL2FY47mVLjodyqmDpt/aTLy4Q+odqtCfcEpCvXPmmz7nUnTCnNkZl4BujeOnivSNfp9305Yf49OzxZIR6ybAKYOwYCX1tetwN06h0KnJ0xV0MPKt/oIrckCYFNeO4piUh7OYm1uKzB23Hzq3VaeAuxqHkGfk/8us55nV0Dd0kzA6+DeuYXYp5WMPMc0TLTyHGzD46a9rhBbVR7phm7UoBc16AUFjHACYzhw1yZZS9bMtI6+rw8l4EXRFHDaIRYl3dAzmj4/8kJgK84i1RfBDEVH9n/Hpsm4KYQYVyfelcMRkqivp+Wmf4VUCt9556J6hlO1dJ3o2rUMPvccgy+8YN3qBpSMDPznnUf0jTcxBj78Qu9Eo2oaiViUU/7haibPPwPVbuPxb30dPZVi9uLLmLrgfPZt3UygoIjqeaeiaBqbl79Eb2szNfPPxJuVxcalLxDptxbvKapKJNTHpmUvHvRavuBpGJqdsGknw4iColAR24f75fvYgp29rhJK461o6QTz3SFC/WkyjSh2VcHvsjGzLIt36nuY0fUucwc20B8vInnqLVQU5uL2+elJQMdQkllBq/p707YuggU+7C47G1bsBiC3NJOhvhiT55bgzXRZe7/HU7Q19BIfSpIc3o9W1ZSRWdb2Pb3s29GNZlPR08bIgv9Y2Cr1lJnjJZlIYZqQEXSz9a19VM8qJDPHS6g7wo7VzThc8hFwPPlZXSn7NibYGo5/YJsr8wPcXJZ3FHtlUVWVO+64g1tvvZVPfepTXH311WiaxksvvcS7777LV7/61Qm//n2/KVle+hIp6oc+uBp9lsPG2QVZR69Tx6CdkTif29xIyjRZlJ2BZ3hZkw68PRDmic5+nursHykGmqGpLMrJ4LX+IUJpSWF+P1VTSEZM6j4LJQsUVJvJq7dYwXvNVVCxSKVrg4GvBIrPVFA02POcyVATFC8AdxDq/wyJ4WJ1igrxXmh49uDXcp8FaZvOO8EWTukqIW3XmdNVjPMJk46om90ZXfS5Y+x1D1CR6+F+92pUBezK2HEzOlylXlUVFkzOo64ggyyPnRvyvczwWtkXyUSaXy7fyZm1eczI9ZL86y7ARCkOQH8U+8xS1Aw3tvJsjHiKdKNVmG5kH3dVYf/Iqe/tJb2705pBP2DcJGLVsVGyvcPr4k3UgJfkmkbs00tQg16MnjCpd5tQnDJuCiHGl3wKfULi27ZhDleWT7W0ELjuOhK7duGaOo2MRYvo+unPMKNR0DQyL7uMwru+j6KquKdPx15S8iFnP/FEBwd46JYbSCUTXHDjzTjc3pFj0867EICl//NzBrs72bj8JdKJBA63GyOdprNh1+i692GqqqEP3zyxuz2kYqN70XY37WXhDx/mR9//CXMGNlrT1UBs0JrJLEdBwYTCKlYPatQCZYk2HBq4e/eS7AvhCkynzVVIbGg7u+2FrFnfzGdPLWPm7T/l8bXNvPBeN7Nz/NAGMERf+yCTZhTufyl624fQUwb1G9uYPKeYLa/vHbM2vaQ2h8HeGIZurZmfeno5mbleHHv7UTXFCuCHZeR40FMGAz0RbA6NdFJHT+mkEjoDPVEC+X6CBX5mX1CNXS5EjitZdhvPzqrh502dPNbeR29qtN5BtcfJ9cU5/HNxzrjNHp1//vk8+uij3H///fziF78gnU4zefJk7r77bi699NJx6dORoCgKZ+ZnketysG0gwkBy9PfgVFVqMt3MCPhxnOD7SG8ZipIY/hBsiiX5Ymku2yMxZvjdXJqbxQ/2tBExTGzApwoC/LSuDFVRmJnhpdwtNWPeLzFg8uK1BnoCZn9NwT46bFK5xPp/fu2PTKIdVuCejoPdA0Ya+ndA6H1/joo2uqe86gXjgBVYoQY46TcR/nhnP2d2lWNPqXhSDrAm2akjF3VQYbI/g3uNdVyx7yQMh8GKit30RVOsaezD4bARTVtBdiJt8sTwuPmLa2eSbu6HZJK+tEGwawi1eZDbtnSw9AtzRsZos2MA0gapLS3YZpaRenvP6Jp2QK3Ow+yPgmGS2t6G85RJqNle2GcDTbEC+P3vNeiBtIHZGwG7BikdI21AIo3RG0bL9aPlZ6AsqJUAXggx7uRT6BOScfHF9PzyVyQbG4msegMjGqPiD1ZavB4Kjcy8o+t4zz4LZbjwjnv69HHq8bHNNAzSySSYJttXvUbrzm0AZOTmk11cStuuHdgcDhRFxWa3o6dTVv48ECgqoWPP7jHnCxSXEBscINLfRyoWxen1kYhY69pad2zlygIPV/7LTXS/8DBKRwOR/t6R5yqjpd1xuqybLfZUFH8yxGUdL2JDpydlY4e/ljfrPs1Fs6uYtm8Xv/vPr/N2YD4UTGLF5+fStds6p91lI7c0k8wcL2W1ufT3hAnk+Whv6CcSitMxHJQzWjOHrqYQTo+deDiJe3j/W2+mi3TKwIgbIynxAN4MFw6XjchAHIfLhqoqVEzNI5nQyRtOTwRweeUC+Hjks2l8s6qI2yqt/bEjuk6Ow85Mv/uYSPucN28ejzzyyHh344hTFIW6LC91WV564kliuoFdUchxOUZSf090V+QH+HlTJ3uiCVb2DxE1DJ4dTovvT6VHZt7TwLnBDNThv99ZJ1jdgI/K1EFPAibsW27S8571uKcA/OUKvdtMq3CdaqXVK0lG9ln1l0HfjrHn85dBImTNwhsRsPkgPbwcvHcznJ2fxXU35WM8FsW9z0N8ZNg0UYdPnFcf4NKckzilxxo7381r46RQBnsy+uh3WhkqBRkOLp9Zws7OIS6/z9r1pSjTxatXTSW4x9oOdkhTuWJWMVrQh16dj9k7hJbrJ93UizkYR9/Xa61hP4DR0g8uO0STI1XjlQy3FbgnDHBqMDxuKn4XqstBerADxWXDVBW0ukKURBqtZHS7TdUj46Y4+jZu3MhPf/pTNm3ahM/n46yzzuLf/u3fKCwsHO+uiXEiAfwnRNE0zEQCTBN7ZSW+s8+i/fvfx3XSFLp//GPMA4qwtf/HN8i46KJj4mL6WOXNCnD1d37AzrdeJ7e8ktYdVgXa6nmn8fofHmb9i88yafY8KmfNpWnzBhZcdwOrHnuEBNC0ydoP3u52kxrerq+nqXHM+fcH706PF6fXy3N330Xd6WfTtN1a725zukgn4iiqinlAYa2yeCv1nkpC9iwWqM3Y0EGzo+aXc2N+Averj2LusmMPllGU6GBKeAfrkuUs29TGTI+TPgUuWTR55HwOj52h3hjh/jg1s4vobhkgvzxAWV0efZ1DtO/pJdwfxzBM7DYVb6YLVYXVL+6gpDYHRQV0RoJ3gP7OIWadX012UQbvrrC24Wna0c2UU8ux2U+sitcnMoeqcnrgxN1a61iS45KL/kPRFIW4YWIAVW4n5wX9fHNXM1N9Hu7c00bsgDXJX9mxj8vysmTcPAxXUOGcnyo0v2qSWQ09w+Vgis+y1sXvftKk4DQonA+d62DGl2DLg9a94v37wWse0IcT1Ab2jD3//uDd7gO7F978jsGccwtZtwHigOYeLpynAfro+vg5PUVsCXTQ5Y6wOFVJTUMRLRkhnjh1A9OKMlm2vYvfvrWXgHv0kjSa1Hl8bTP/GHSxVYdv3HDayDHNYydVHyU9EMN+cgl6WwhbaRBlcgF65yDpph4IxUA3wGFHyXBjKgrxZVtRq3NHblpwwLhpdIexnz0ZtSCT5F93AqDv7sAxtxJFxs0TSjJtkNZNHDYVmzb+nzfr1q3j+uuvx+VyccMNN+D1ennssce49tprefzxxykqKvrwk4jjjgTwn6Dy//c7Eo2NpFpb6fiv747OumujH/6O6mrcM2fIRchHUDplGqVTpllbrW1aT/feBqrmzKN562YAGjasg3etq441zz5JbkUlFVlz2fracgBS8TiqpqGoKoauY5qmNUtvjBb4SSXiJKIRBru7MA7Yj9k+HMCbhkFWQRGhznZAQTUNTj7jTNxTTqFo92tsaNTYmTWdh76yhJ51r7H8VUinU7xsVlHhdzJ7yWWs3xhm2vAFfFP/aOo+QGauF3/QjS/gJqc4k5zizJFjHQ19hENxKqbl4fI62bG6GYBELIWeNmjd3YueOrhqt2pTWbd0NweWJE9EUrTu7qZ6VvHf90sRQohP0J9nVbMnmqA5nuT2nc3Ds+69HBgy1XqczMn0yrj5EeTOUMmdYRWHbF9tMLAHik5T6NpgHe94Bzretr7f8RhkVYMrG/a+ZD2mx6zUeUUFQ4eR6q4H1MVLxyEVhmjnaIo9gOo20GMq6ArOMp1EswoKaIZK9Xk2Js22c9LGfPZs1WnOHODJL53Bazu7Wba9i2TaoHPIWob4z6dX8MK6Zpb4HfQmdW5+t4M1l4xmK6pBL0rAg5rpQSvMQivMGjmm7+uFgRhaXSGqx0Hq3Sar67Ek6AZGY8+Y1PkRNpXEyvelIERTpBq6cE4v/Rt/G2KiME2Tlt44DZ0x+oas9EdFgcKAk6oCDzkZ43cT9rvf/S6mafLYY49RU2NlKF1xxRUsXryYH/3oR9xzzz3j1jcxfk7sBXifMHtREb4zziC2YaMVvNuH91txOUFR0AIBKp96kqLvf39c+znRKIqCnkox2N3FiocewJedS35VDTa7Hbc/g6nnLKSvtZm9G99loLN99ImmiaHr6KmUtSbeNIdvqowG6oauo9mtD+aWrZvJyLGKe8UGQ9ZrqyqhjjYwTTaUX8gzBZcQDZThfOkBtvzlKet5aoCVD9xN8ZRp9FSeSp8ti0u7l5FbVMznLzqFfz+/Bk21EvFPPmls8TCn2870syqpnFYw5vHoYJyhvhiY0LS1i47GfibNKKR6ViHZRRk43DYyc728X3aRn5KaHFKJNKl4esyxrn0DtDf0/S2/AiGEOCJKXA4WBP2sHYhgYBU5A3Ap1gVK0K6xdG4tP60rG9d+TjSKomCmrL3h1//UxJ1nEqi1UucdmVCxBIb2QccaCLcd8ETTSsU3UlYQj4m1pdwBBdrNNKjD8Uz3BnAP157sH9xfNA4S+zQwFZZP38mDdWvpywtT9lgZ+57QwITn83dx+5ObmV8ZoDQwuj97da6Xr1xQw20X1OCzKfhsKjecWTn2vbkdOE+twn7S2PRhYyhurXk3Qd/Zjt7ci21qEdr0YtTCTHDZUbIPzkpSCzLQJuVCIm19HfjjaAmR3tvzMX7yYqIxDJM1uwdYVz84EryDdcnY1pdg1bZ+drZGDnOGI6e1tZVdu3Zx8cUXjwTvAMFgkCuuuILly5czNDQ0Ln0T40tm4I+A/P+4HffMmUTXrGHwxRchEiVw3efIvfVW1OG9kMVH1/DuWvZuXA9Af3srK35938ixz9z1M3LLymnZvoWBzg5Kp83ANA1ad2zDnZFBbNCq8G/oaet26vAsuzcrQN2Z57Bp+V9IJxLDbXQGe7rGvLbN7iC3YhJtO7cxu20lZcWzyXzrD7S17EVRFHLKJ3F5ZCsdmzp45GurydNs1msBUyM7yfI4uKAswJA/RlFVEG+mm8MxTRPTMOluGTjgMYgOJaiaWcj2d/YRHUxgc2r0tQ2iqArm8FZ0RdXZON12dP2AyrrvM9AToXBS8OP9AoQQ4gj7r+oi5mZ6eLM/zDNdISIm3Ficw22VBbhO8GJ/f4v2t0061ljfh1vg3Z+MHjvnlwqZlSrdG3UibZA3y5pJ791iBffJ4eHHTDM6lijgCkDp+dDwPOjDqwJNHWLDu7W603b6nFE2lrayxF9OfIODhdsns7emm+qXcundC6iQUQWlmS6q/lLKQ0v76apJjPRNVRWyPA6uqMjC6HfgqszhpowPHzcxTPT2A/Z6N8EYSmCf6iexfi8MJcBhw+wYtNbKGyZaeTa2yhwUtwNTN9A/YNw0+iJQkfORf/ZiYtnSNERbX+KwbbY1h/E4VUpzDv+3+Enr6OgAYPLkyQcdKy0tJZ1Os3PnTubOnXtU+yXGnwTwR4CWlUXg09fgv3AhiseDMThA9vXXo2VkjHfXJiRvIIhmd6CqKr7sbELt7VTMmkPNKaeRW1YOwD9+78c0bFhLKpEkt7KK1p3bqZw5h57mfZimSX5lNZ2N9XTvbSAjr4A5Sy7jnaf+OBK8f5BUIo7b58fl8xMPD5Hd+DYDQF5FFbkVlSz84i2se/5p3vjj7wBweoMUTz2XzvrVFFRVo6d0GjZbH8DZRRl4M6FlVw/NO7upmlE4pqicaZpseq2BRDSFP2gNEm6fg/Kp+UQHE6xftnt/nT5sNo10QgfTpLQ2m3TaRB0u4KNpKlNOLaOrOURPi3UDw5/tJrvAPyZFXwghjhUBu43rinJYkpOFV1MZSOv8a1kemXa5TPlbuHKsWXJFBU8uDLVC4SlQfJYVvAOcd69K+zsmesIkUAO970HBfBjcCxiQNRn6d8PAbqsQ3uRPKWz7nTkSvB/IxETHJJjwcHZ9FZ1Lesndk0tyUKViaz4xwFWXIjQzxD/cmAcvTiX2inUz+aWS3VTEfCxsrSYwKYGZ1klvtdICtIJMyHCT3tNFur4L+9TiMUXlTNMk+WY9ZiyJsv8GudeBvbYQYyhO4rWdo8vJbCok02CCUp1rpdIPFxRWNBX73ArSLf2Y7cN3MAIetPwMbAek6IvjSyJlsLfrg7f7PNCu1uhRD+C9XivTMhwOH3QsFAoB0N3dfTS7JI4RMjIeQbZAgKI7vzfe3Zjw8iur+PJvHmPX6jd5+f6fARDu6Wb6uReOtPFmBdi0/CU6h6vPOz1e2nfvor/d2tOme28D2vCShsGeLlY+8uDIc+0uN5/7vz9nzXNPsOvtVaTiY69Oupv3ctV/fo8/fud2q9o90L53L1179zDQ20v1bOvOp6Jq1Jx+Bd5gFQ53BtH+DWh2jaLqbOKRJBnZVuXkof4opmES7o+NCeANwyQeSWHoBp4MF0N9MXTdQFUVa4YBaza+ZHIOpXW5bHytgfhQgvbGEOmkTrgvxrSzKgiH4jRs6SA+vB88wFBvDJtNpahaZhGEEMeubIeNn0i6/N8tUKNw+bMqra+brPm/1vgR7YLKJaPZDK6gwp7nDfqHl37bfdC3zZqxBwjVj6bKRzth472j09M2D5z/K9j5GLS8BumYgmO4coENlcINuZz2I5WVtxoYKRNDge863qanMcrLv83mgrp8Xi/tRrfrOHJM5r1bQnk4i5y9BopNQ6vMwYwmUYNWAGOErO3gjIHomAAew8SMWuvb1Uw3+kDMqnNzYNaGCWpVLvaafBJv7oZwArOpDz2lY4RiOE6dhDkQI7W1DaKj4yb9UQybilKZ+8n8UsQxZ193DOMQWReHMhhL0zuUJNt/9NbDV1VV4ff7WbFiBbfccgvacE0t0zR55ZVXAEh8yESUOD5JAC8mBLvTRW+LVcTNnZHJ/CuvBaBx43q6Gvewa/VbdDXWj7RPRCMkohFsTufILLueGl7bZIwtYJNfWUV0sJ9EeIjp5y1i35aN9He0oafTYJoMdnXy6sO/5KSzzuG9lVaBvKRqw23ohLo6CfdZ68pNQ2eg7T1SCZ32nW8SDTXx198/zuwll+MPjm57VDWjiL78QbyZLsKhGH3tQ+SUZGJ32jh5QSWpRJrMHC/RwTihrgjdLQNUzSwk3B9DTxsUVmWjKAozz5mEoZtsfXMv4aSOalPYsWYf/R2HXquVjKUP+bgQQojjj82lMLDXik6cWXDSdVZQ27HGpH+XQcsqCO0abZ8KW1+aazRF3tgfz76v7ltWDST7VZJDBpVLoPNdK/A30oAJ0XbY8HODsoWwe6mObkJSs6q+7+uL0jEY5438faQ0nRqXl2UluwnbE7ynt7P7hSxuPKMSNTA6btqnFZPuHETNcGMMxNA7B9CKslAcNhynV2Em0mjZPszBOEZPGL2tH9u0YsxQFFM3sFfkoCgKzjNqwDBJrm7AHIiBppB8twmz69DriM24jJvHs3Bc//BGB7aP6WT7j1BnDsFut3PDDTdwzz338NWvfpWbb74ZTdN46KGHaGmx7rTZbBLKnYjkty4mhGUP3kt/Wytnf+4G2nZuZd+WjXgyM3n6h/81sq79QE6Pl0Q0Yu0lP8zmcKLZbDg8XoaG17pPO+9CCqpqeOWhB+hpbgJg1kWX8E9338/uNW/z3E/uAqC9fift9TuZf+Wn6ajfRQgXib5uLvvXL/H2U38ceY2mzW+Smb+HzLwCPJmnYPNNZ8uqvcw8rwrP8P7tdqdGT+sgDZs6cLhsJONpWut7UFWVWedXj7Qrn5KP2xeicFIQVVU56dSxs1KKoqDZFKaeWcFQX5Ttq/dhDo9Fviwn4dDYu7J55QGEEEKcGNbdbRBuMZn+r9b69q71Jq6AyapvmIdc623zQjoC+gFDh+a0Ct/ZvKNr3Ssuhu5TellzT4BIg3VToPoKhUUPq7Ss0nn7O1a7vu3WV+CmCM/1N/H/tc1ksF/nnC856f+Vj0nra/jN5PXsooeyYjc90zoZaB7kHxU/iXf24DyrBtVn7d+Ow4bRPoC+tQ1cNoin0Ru6QVNxnj15pJ2ttgDd249WkYOqqjjmVox5j4qigKbgmD8Joz9Cav3e0ZsTmS4YGJuBN2a2Xxx3Pu7GFuOxEcZNN93E0NAQjz76KMuWLQNg3rx53HbbbXzrW98iQ5bnnpAkgBfHvFQ8zpZXl4FpkldZRf3adwDYsnIZZdNmsG/LRgAycgsY6u3CNAx8gSBufwZOn8+qRJ9M0tfWQkZOLn1tLeSUVXDxrbfx6qMP8t6ry3D5Rm+pbn5lKdvfep34AZU9PVkByqfNYP4V1xAbHODXX/5nAP70vf+Dkbbu0HsD2aRiUWwOJ/ve28Spn/4BiqKi2dQx+6+37u5lsMfaTs6b4cIwYqSTOoZpYOgG+3Z04XTbyS8PUDndqk4fHUrQ2zqIqin0tA5SPi2f3tZBbHaV8in5ZOX68Ga6CfdZa7kmzSyieXs3/Z1hbA6NdFLH5pC9bIUQ4kSQjpk0/sUK1LOqoe1NAJOGl6yidV3vWu08hRDrsorRuXPAyASH39pCzkhaleo9eTDUDJmT4JRvKrz42wF+/4e9zDPjTMfamrThBZOmV3VSg4wUvnMFIW+2wtwrAiwIBXjxWgMv8B8/Xcule04i1/Qx35mJO65wiT/EjeYmHsrIpCtZQI7bjuuAcVNv6Mbss7LLVL8bw4hCUgfdwNRN0rs7UVx2bKVB1CnWOmUjHMdoHwBNRW8PYasrtP7brmGvLUDL8ZPO8GCGrPHYPq0EfVcnRvcQODRI6qgOuUw+ngV9dho7P9oaeICAz34Ee3Noqqpy++23c+ONN9LQ0EBubi7l5eU8/vjjAJSVyZKjE5F8Moljnt3lYsmtX2egs4MZCxez462/Eg2FMA2DM6/9PE/t2U06neLa7/4QzW6ne28D2WXlhNrb8WRmEiwq4a0nHmP1n/+XvrYWMvPyOf2az9K8bTPN720CIHXAGiJD14kPV68HyCoq4tzPf5FJs+YBYMvOJW9SNV0N9egHzPBH+nsB6B2eyR/s3MSkOQuomFaAw2X9r9bbNjiSMRAo8FF3SimbX28kndTJLc0iFk7QstPasia7KGMk8G/c0sFAd2QkGO9o7KOvzbrBkJHjJZDn4+SzKgmHYuhpHW+GC5fXWqfly3JRMa1gZGZfCCHE8c3mVpj/TYVIO0y6FJpfNYn3AzpM+yKsug30JJz7cxXNDv31JpmTINwMziBklKpsfURn+x+s4N1TCFOvV+nZZOJ4I4NrtOkY7tH0Y1OH1OjmKfhKYOYtCoXzrRl6d57JGde8gxJtZN3uap4o28rXUh6+W/cOzfuq6NxjR6kxWVKg8aM43HFBDYrTCpb0joGROjBqnh/77HKSb+/BTMZQiwOYkQR6vZVVpxVkogyPm+lt7Ri94ZFgXN/Xi9Fhje1qthctx4/ztCr0wRikdFS/C8PrgG5QMt3Y6wpHMwDEcak428WWpiGS6Q9fCJ+b6cDvPvph04svvkgwGOS0004jGBzdRWjdunXk5ORQXl5+1Pskxp8E8GJCOOmMBSPfB4vLiIZC2JxO7E4nup62toBJpfBn57D19VfZ/sZrI4Fy3qQq+lqaR7Z3G+jqxNR1KmfNw/aH35JOJvFkZBIZ6MdIp3G4PSQioxU/Q21tPHv3XeRPqmb+5Vcz1NtDb/O+keOa3Y6h65jDa+tVTWPqgvM5/Zol+AKjH7b9XWF2rm1B1RTmLarB5rRZW9EVZ6IAxTXZ2OwaWXlenB4Hmm20CE9OUQbxSBKnx47drlE+NZ9QRxjDMElErJsIXftChAdidDWFcPuc6Gnr4srmsEnwLoQQJ5iy80fHEH+5TrzfWt9ucyoYaRPTsGbZPbkKTctM9q0YTa0PTNYZaBreSg5rTbupQ8F8hYgvhi/sIhwMo8atde82j7V+fr9wC7z1LRN/XYqiLw9RrUG20oDTF+Zaw83U5hpKJ21HVU283iG2vXMexkIXp555Mj8frrwNoHcPkdqwD1QFx/l1KHZr3FQLMzEAW2UuODTUHB+K22FVmh+mFmZixpLW/u8ODVttIcmuIavwXSQJOZBu6cMciqPv60PxOTGHx03FbpPg/QSgqQpTSn1sbDz8XuqqAlNKfEepV2M9+uijDAwM8MILL2AfLsa8efNmli5dys0332wtCxEnHAngxYQSHQjRsnUzAAVVk8kpLecLd9+PntbJKigEoK+1Zcy6+K6GPQedR3PYycovICMnj762FrIKirjhF79m2YP3Ur/2HeZddhW717xFqKMdACOdpn3XDp758Z0HnWukOB5gczq54vbvUDZtxkHt3F4rKDd0g469/ZTW5WGaJvu2d2EaJn2dQ/Q0DxKPJKmcVjDmQzm/IkA6rdO0tQuHy4bL42DK6eUM9UXJKcmkbU8ve9/rHGkfCycwdOtn4MuSixAhhDhRxftNujda3wfqILNSZdHDJkYafMXWODO0b+y6+P5dB59HtRv4ijTysh1EwlCe6+Wc36isu9ug9Q2ovRZaVkHE2vwFIw0D76mUL++D6hhtkfmEGwZobKjDrduof28G4d4gg9FclnzPQ97s0w56TcUzHJTrBnpTH/aafEzTRN/VCYZJunsQsy2EGU3iOKlozLhpKw1CSie9swPTZUf1OHDMq8QIRVGLskjt7UHf3j7S3gwn2F+SXM08utuFifFTme8hbZi813TwVm0ANk1hfk0mQf/RT58H+Jd/+Re+/OUvc+ONN7J48WJ6enp45JFHqK2t5Qtf+MK49EmMP/XDmwhx7PBkZo0Ex+XTZwKQmVdAsKiYwe4uGt5dy4U33YonM+uw53n1N7/iuZ/8gL42q4pn89ZNGHqaVCxGMhphz/o1lE+fNdJeVVVsjoNnsRVVJVBUwskLl5CZV8BV/3kniUQOO9Y0o+tjy/a6vA7yKwKYJoS6rbV8A90RzOELBofLQSycRE8bJOKpg14rkO/HF3BTUGkV1cnI9lBck0NHQ9+Y4N2b5WLy3BL8QTcVU/Moqso+7M9CCCHE8csVUMibbX1fMMcKcL2FCv5ShUiHSfvbJnO+Do4Pqde24Rfw1h06kSbr0rF3vYKRhnTUKn7X9jbkzzngCRq0ZPcTa/dhGNDZFGTHttkYpg1fKUy6TGGIMubf6SZLa7Wqwb9v3FS9TrTSIJhY6fAM/7s/0HbZrNn0tIF5iHFTzfOjZLmxlVnZcGrQi21SLkZT75jgnQwX9lllKAEPWl0BtgrZcvVEUlPoZdGsHCYXefC7NTwOlYDXxvRyPxfNyiEva/yyGC+44ALuuecehoaG+OEPf8hTTz3FVVddxW9/+1s8Hs+Hn0Acl2QGXkw4V3/7LvR0Cs1m3Q0N9/Wy7sVn2Pn2KsK9PUw75wKiA6Exz8nIzSOroGik4N1gTxeDw5Xo91M1Gwuuu4G9m9bT19rMQFcHweIS+lpbMAyDq7/1fXavfpNJs+ex7vmnad2+FT2dZsYFi5mxcDF71q/BG8hn304rmI4OJvAH3JimSXQwgdvvpGRyDk63naw8H6lkmu2rrVT83NJMcor8ePwVpOJpsnIPTtXy+J2cfHblQY+7htPj/UE3Q30xooMJAvk+ggVHca8TIYQQx6wFP9EwUiaq3QrgYz0mu54waV5pEuuGisWQ7B/7HE8B+IpGC95FO62vEQqoNphxs0LHWpOhJgi3g7/MKn6HDv/43QAtrxuEi3JJua0UfiMNVZcpVF2m0PYW+HITGBtCAJhDcZQsD6ZpWt/7nNiq8lBcdtRcP2YyTWq9VWdGLc5CK8hC9bkx4ym0nIPHTdXnwnla9UGPK15r3FQCHsz+KIQTqLl+nHlS0ftE5XFqTC3zM7Xs2Lt2Wrx4MYsXLx7vbohjiATwYkLaH7yHOtr5y713016/E6fHi2azgXJwYsncS69k1qJLeODGzxAbGkSz2ax93gG7282MCxaj2Wy4fL6Rrec0uwOnx4fN6cTtz2D3W69jAisevJdQZ8fIud/76wr2vLuG5vc2UVw3lTmX3og7IzCSut66q4d9O7qt1Hevg7r5pdjsGnpKx2a3YegGpXW5KIqCN8MFH/P6Iacog+AldSiqQkdjP26/Q9ZECSGEGGN/8B5uNVl9l0HfdrD7rG3iOMSQUXuNQvUVKs/+g05ywGpnDE9ya26ougxUm4Ldb45sPWdzWOd0FvZgdzppf9WPhsq6uyHSNnruxpetmf+udyHnZDvzPl+IK8tAGU5d1/d0k97dCU4biseJY045il2z1qjbNUgb2GvyURQFxe8C/8dbKqYVZqLmTQVVQW/qRfG5ZNwUQkwYEsCLCe2vv/8N7fU7cfn8nPmPn2fq2eez/Nf3jWkzafY8pp27EIBAUQmxndtQbXbmXnYV4b4etr2+knXP/5lQRxt9rS2YponN4UAB2nfvAGAo0c27Lz9/yD70NDWOfN+6cxttu/6d63/6P6MXA8P/JONpkvE0sXASf8CNZteYfUE1pmH+3Vu8qZp106JwUvBDWgohhDiRbfqlFbw7MmDajVCxSGX9T8amrhecCpVLrMHLXwq9A9Zse+2nIdYDe5fBrv+FcKtuzbaboDqtZfRDXZ3kLPozZtJJ/VPXgXHwpebgHti/10vPe/Dy7QEWParif9+4SSKNmUhjRhIoWR4Um4bz7MlgMlJt/m+lDI+bki4vhJhoJIAXE1rN/DPoaW7irM98gcnzzwCg7owFbHv91ZE23c1N/OK6q1BUDbvTSptLxWNsfW0F4b5eNJsdh89N/brVYJqomkawuJRQR9shX/NQVE2jYsYcOvbsQk+nsDlH10uVTM5Fs6k0bunEm+XCHxgtjnNgpXkhhBDiSCs5W2Gw0WT6F1VKFliRcun50LRstM1gIzx9kYGigTY8nKVjsPdlK4BX7Vbl+bY3sYJpDTLKINwKZsoOuoaRdIB58Ky2y5/irOsaScRs1O+upHergpEC2wHLjG1VeaCppLe3o2S4ULNG1/oqtr8vcBdCiIlOAngxoU0561ymnHXumMcqZ85hwef+mZYdW9m3dTND3dZad9PQScaieLMC2BxOBrqsNHiX388X7/sNu955k1BHO28//Se6Gg+uXP9+nqwA0ZC1aFBVNRbf+BU0nwvTMHC4xxYWGSmK/+FbjQohhBBHTPlClfKFYx8rPEXj5C8Z9Gw26dwwutbd1K0ida6gFchHhuu+OTLg4sdVWv5qMtRmsu3/QWj3/rMF6Xj6OtA1MMcG264geNwpXL40Lr/OzPPAmaNiGmD3fFAKu6S2CyHEgSSAF8eluZdeydxLr+TP//1dmrZsxBfMZaCzDafHy6TZ89jyqjXVoKgqyViM3pZmTjrzHAxdZ/OrSwn39ow5ny+YQ7jPeszmcHLFf3yH0inTadiwlnQySWEyAGuaUaaXYC85uJRv4aQgLq9DtnQTQghxTKq9RqX2Gnjj/+h0rgd3rrVu3eazUur3/mW4oWrNxg82QdkFKoZu0viiQeyAurBm2o4rB+LDj6kuOOsuhdyZCu3veFFLy9j2B5Xd/60w7z9MKi46OBtNK89GcTtkSzchhHgfCeDFcW3qOQtJxeOc8enryCooxO3P4JF/v3nkuGkYpOIxnrzrW2Tm5rPwplvH3OtXFAXTNAn39ZBXWY2eSvIPt32HrIICAKrmzAcguaYRIxqG922Bc+B5pCq8EEKIY13FYoV03GTaDQq+IgVHJiy9/oCxzbBm5V//uoGnEOZ+fewMueqJkrv4CUxdw73rGvSogzPuUvAVWUF60ekKkMlgrw5YNwMORVEUtHypCi+EEO8nC3DFcSsS6ufFn/+I5m1b2PzKy3izAvzlvrvpb28daaNoGiVTphMbHKSzcQ/rX3iGoQNm333B0eI2/e2t5FdWjQTvB7LPLsNxehW2ctlzXQghxMQU7zN5506T7o3Q8LyJK6iw5i6DcPMBjTTInQmJAQjtgl1/MsfMvnuLE6iuOJo7SqQzRaBmNHg/0OnfUzn/lyrVV8ilqBBCfBzyqSmOW/HwEIaeBkVh+nmL6Kjfxc63VlkHVZWsohJMXadj904W3/LvXP2t7zPU0z3mHA6Xi898/yfMueQKUvEYjRvXH/K1FJuGmuk55DEhhBBiIkgOgpkGFKi8WKFvh0nzyuGDKvhKAR16t8Ep/6lw9k9Uot3vP0mAGZddSSDzSpK9XtrXHLr4i82tEKyV9e1CCPFxSQq9OG5ll5Rx7fd+jM1uJ39SNYlolMLqWtrrd4JhUFBZRXwghMPjxdB1imqnEO7vAyBQWMySW/6drMIiXF4f+ZOqCRYWk1cxaZzflRBCCHFkZFQonHuviuaAwGSFVMQkeBL0bQcMCEyGRAjsXjB1k5xpCrHhpDVfCcz/poKvRMHhK+CkT5m4PSZZNRKkCyHEJ0kCeHFcK649aeR7p8fDZ+76CWueeZJVjz/Cjjf/yvwrrqFhwzqW/s899Le3Euq0SuyefvVnKaiePPJcVdM4+YKLjnr/hRBCiKMpZ9powG33Kpz/gMaOxwy2/Nqk+RWo+xy0vwNr/xuGmg3CwzuuTr0egnWjiZ2qpjDpUgnehRDikyYp9OKEM+eSyymabAX2a555koJJNWh2O57MLEzDKtQTDw+NZxeFEEKIY8bkqxWCU6zvdzwGwVprL3hnABiub5ccHLfuCSHECUUCeHHC0Wx2Lr/tW1TNPZX5V36aC2+6lS/e/1vad+8cafPea8vHsYdCCCHEsUO1K5z5A5WiM2DK5xTmfl3j4j8pVmr9sL0vjV//hBDiRCIp9OKE5MnI5B9u+xYADe+u5Zkf3Yk7Y3S7moGuTkzDQFHlHpcQQgjhzFQ44/saAO1vm7zxLRNn5ujxSAeYhomiStq8EEIcSRLAixPaq4/8iub3NmOaBu6MTM689vMYpk751JkSvAshhBDvs+Feg64NJhjgzITpNyiYpkneLFWCdyGEOAokgBcnrHQyyYaXXwDTZOqC85l3+af443duJx4e4qpv3klWQeF4d1EIIYQ4ZuhJk/o/m2BC+SKo+wysvNUkOQhn/xh8xePdQyGEOP5JAC9OWDaHg8U3f41Ny19i619fobe1ZaR4XTqVHOfeCSGEEMcWzaFwyjcU9jxn0rQUhppHi9fpSROQGXghhDjSJIAXJ7QpZ59HIhalbdd2cssqcHo8+AJBqufMH++uCSGEEMec8gtVUhGD3q0mmZVg94A7B4pOl2VnQghxNEgAL054sxZdQt3pZ+Py+VEUmT0QQgghDqf6CpXS80wcGci4KYQQR5kE8EIAbn/GhzcSQgghBGBVpRdCCHH0Sb6TEEIIIYQQQggxAUgAL4QQQgghhBBCTAASwAshhBBCCCGEEBOABPBCCCGEEEIIIcQEIAG8EEIIIYQQQggxAUgAL4QQQgghhBBCTAASwAshhBBCCCGEEBOABPBCCCGEEEIIIcQEIAG8EEIIIYQQQggxAUgAL4QQQgghhBBCTAC28e7AfolEAoA9e/aMc0+EEOLvs/9zbP/nmhBHgoybQojjhYybQnx0x0wA39LSAsBtt902zj0RQohPRktLC7Nnzx7vbojjlIybQojjjYybQnw4xTRNc7w7AdDX18cbb7xBSUkJTqdzvLsjhBB/s0QiQUtLC2eeeSbBYHC8uyOOUzJuCiGOFzJuCvHRHTMBvBBCCCGEEEIIIT6YFLETQgghhBBCCCEmAAnghRBCCCGEEEKICUACeCGEEEIIIYQQYgKQAF4IIYQQQgghhJgAJIAXR9XTTz9NbW0t995772Hb1dbWct55543579raWmbNmnXYPUL7+vqYMmUKtbW1fOMb3/jAdnfccQe1tbVcdtllH9qP93/V1dVx8skns3DhQu644w46OjoOe47t27czZcoUVqxYcdh2QgghxPvJuCmEEOJAx8w+8EJ8FNFolDfeeIPzzz//kMeXL1+OruuHPUcymeTll1/G4/Gwc+dONm/ezMknn/yB7f1+P//0T/805rF4PM7mzZv54x//yCuvvMJTTz1Ffn7+Qc/t7u7mK1/5yof2SQghhDgSZNwUQojjiwTwYsLIzs6mr6+P5cuXf+CFyNKlS/F4PESj0Q88z8qVKwmFQtx6663ce++9PPnkk4e9EMnIyODWW2895LHvfOc7/OlPf+K+++7jzjvvHHNsx44d3HLLLTQ3N3+EdyeEEEJ8smTcFEKI44+k0IsJIzc3lxkzZrBy5UrS6fRBx0OhEKtXrx6TQngozzzzDKqq8tnPfpaKigpeeOGFw164HM4NN9wAWBc3B/rxj3/Mpz71Kbq7u5kzZ87fdG4hhBDi7yHjphBCHH8kgBcTyoUXXkgoFGLt2rUHHVuxYgXpdJqLLrroA5/f19fHqlWrmDJlCoFAgMWLFxOJRHjppZf+pv7sT/8LhUJjHn/ooYeYPn06Tz/9NKeddtrfdG4hhBDi7yXjphBCHF8kgBcTyoUXXgjAsmXLDjq2bNky6urqKC8v/8Dnv/jii6RSKZYsWQLApZdeCsATTzzxN/WnqakJ4KB1fA8++CCPP/44VVVVf9N5hRBCiE+CjJtCCHF8kQBeTCilpaUjlWlN0xx5fGhoiLfeeuuwswgwmgZ48cUXA1BVVcVJJ53Ehg0b2LNnz8fqi2EY3HfffQAsXLhwzLEFCxZ8rHMJIYQQR4KMm0IIcXyRInZiwrnwwgu555572LRpEzNnzgTglVdeIZVKcdFFF5FKpQ75vD179vDee+9xyimnUFBQMPL4pZdeyvbt23niiScOuYXO4ODgQdv3DAwM8Pbbb1NfX095eTlf+tKXPrk3KIQQQnyCZNwUQojjh8zAi6NKVT/6n5yiKId8/FDpgEuXLqWuro7KysoPPN+zzz4LjKb/7XfJJZegqirPPPMMyWTyoOcNDQ1x3333jXzdf//9PP3009hsNm666Sb+93//l8zMzI/8voQQQoiPSsZNIYQQB5IZeHFU+Xw+gENWw90vHo+Paft+VVVVVFdXs2LFCm6//XYikQhvvvnmYe/mm6bJ888/D8C3v/1tvv3tbx/Upr+/n1deeYXFixePeby4uJhXX3318G9MCCGEOAJk3BRCCHEgCeDFUZWVlQVAT0/PB7bp6uoCIBAIfGCbCy+8kAceeICdO3dSX19PIpE47Dq+d955h7a2Nqqqqpg7d+4hX3PlypU8+eSTB12ICCGEEONFxk0hhBAHkgBeHFVTp07Fbrezfv16DMM4ZGrg+vXrAZgxY8YHnmfRokU88MADLF++nF27dlFbW/uR0gBvvvlmLrnkkoOORyIRzjzzTN566y1aW1spLi7+uG9NCCGE+MTJuCmEEOJAsgZeHFVut5sLL7yQxsZG7r///oOOd3d388tf/hK73c5ll132gefZv+3N0qVLWbVq1WFnEWKxGMuWLcPj8XD++ecfso3X6+Wiiy7CMAyeeuqpj//GhBBCiCNAxk0hhBAHkhl4cdR94xvfYNu2bdx3330sX76cU045Ba/XS0tLCytXriQWi/Htb3/7Q/eCXbhwIQ899BDAYS9Eli1bRiQS4bLLLsPtdn9guyuvvJKnn36ap59+mltuueVjFQ4SQgghjhQZN4UQQuwnn7TiqMvLy+PJJ5/ka1/7Gjabjeeff56HH36YDRs2cO655/L444/zmc985kPPs2jRIgAmT57MpEmTPrDdc889B3DIFMADzZs3j/Lyctrb21m1atXHeEdCCCHEkSPjphBCiP0U0zTN8e6EEEIIIYQQQgghDk9m4IUQQgghhBBCiAlAAnghhBBCCCGEEGICkABeCCGEEEIIIYSYACSAF0IIIYQQQgghJgAJ4IUQQgghhBBCiAlAAnghhBBCCCGEEGICkABeCCGEEEIIIYSYACSAF0IIIYQQQgghJgAJ4IUQQgghhBBCiAlAAnghhBBCCCGEEGICkABeCCGEEEIIIYSYACSAF0IIIYQQQgghJoD/H2uwgSLmIWWfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 984x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.scatter(ad, basis='umap', color=['leiden', 'phenograph'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "source": [
    "# Save"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " Save the anndata object for downstream usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-24T02:23:46.705441Z",
     "start_time": "2022-01-24T02:23:46.700649Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 9813 × 157132\n",
       "    obs: 'Sample', 'TSSEnrichment', 'ReadsInTSS', 'ReadsInPromoter', 'ReadsInBlacklist', 'PromoterRatio', 'PassQC', 'NucleosomeRatio', 'nMultiFrags', 'nMonoFrags', 'nFrags', 'nDiFrags', 'BlacklistRatio', 'Clusters', 'ReadsInPeaks', 'FRIP', 'leiden', 'phenograph'\n",
       "    var: 'seqnames', 'start', 'end', 'width', 'strand', 'score', 'replicateScoreQuantile', 'groupScoreQuantile', 'Reproducibility', 'GroupReplicate', 'nearestGene', 'distToGeneStart', 'peakType', 'distToTSS', 'nearestTSS', 'GC', 'idx'\n",
       "    uns: 'GeneScoresColums', 'neighbors', 'umap', 'leiden', 'leiden_colors', 'phenograph_colors'\n",
       "    obsm: 'X_svd', 'GeneScores', 'X_umap'\n",
       "    obsp: 'distances', 'connectivities'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-01-11T02:51:45.765397Z",
     "start_time": "2021-01-11T02:51:41.508239Z"
    },
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": [
    "ad.write(data_dir + '../../<PROJECT NAME>.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "button": false,
    "new_sheet": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "340px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
